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
|
---|---|---|---|---|---|---|
[{"<|lime|><|moon|>": ["<|10-3|><|local-2-3|>", 27]}] | [{"<|magenta|><|container|>": ["<|18-5|><|local-2-3|>", 27]}] | LOCATE OBJECTS:
Target Object: <|lime|><|moon|> found at <|10-3|><|local-2-3|> with height 27
Target Placement Location: <|magenta|><|container|> at <|18-5|><|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: <|18-5|><|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 cause the container is empty.
Step 7: Open gripper to drop the <|lime|><|moon|> into <|magenta|><|container|>.
| [{"white-star": [3, 34, 6]}, {"rose-container": [68, 18, 30]}, {"navy-container": [57, 51, 10]}, {"blue-star": [18, 71, 19]}, {"azure-triangular prism": [89, 4, 16]}, {"magenta-container": [74, 23, 27]}, {"lime-moon": [42, 15, 27]}] | Pick up the lime moon and place it into the magenta container | [
[
42,
15,
37,
0,
60,
90,
1
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[
42,
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0,
60,
90,
1
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[
42,
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90,
0
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[
42,
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0,
60,
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[
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37,
0,
60,
90,
0
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[
74,
23,
27,
0,
60,
90,
0
],
[
74,
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27,
0,
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90,
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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|>\": 6, \"<|rose|><|container|>\": 30, \"<|navy|><|container|>\": 10, \"<|blue|><|star|>\": 19, \"<|azure|><|triangular prism|>\": 16, \"<|magenta|><|container|>\": 27, \"<|lime|><|moon|>\": 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 lime 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|><|local-3-2|><|white|><|star|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|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-2-3|><|blue|><|star|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|local-2-3|><|lime|><|moon|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|local-1-3|><|navy|><|container|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|local-0-2|><|rose|><|container|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|local-2-3|><|magenta|><|container|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|local-1-0|><|azure|><|triangular prism|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|10-3|><|local-2-3|> with height 27\nTarget Placement Location: <|magenta|><|container|> at <|18-5|><|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: <|18-5|><|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 cause the container is empty.\nStep 7: Open gripper to drop the <|lime|><|moon|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-3|>\", \"<|local-2-3|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|10-3|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-3|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-3|>\", \"<|local-2-3|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|18-5|>\", \"<|local-2-3|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|18-5|>\", \"<|local-2-3|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|18-5|>\", \"<|local-2-3|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cylinder|>": ["<|8-6|><|local-3-0|>", 24]}] | [{"<|azure|><|cube|>": ["<|21-3|><|local-2-1|>", 10]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cylinder|> found at <|8-6|><|local-3-0|> with height 24
Target Placement Location: <|azure|><|cube|> at <|21-3|><|local-2-1|> 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: <|21-3|><|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.
| [{"purple-moon": [22, 64, 4]}, {"violet-cylinder": [35, 24, 24]}, {"maroon-moon": [50, 50, 10]}, {"black-moon": [70, 71, 22]}, {"olive-star": [75, 94, 12]}, {"azure-cube": [86, 13, 10]}] | Stack the violet cylinder on top of the azure cube | [
[
35,
24,
34,
0,
60,
90,
1
],
[
35,
24,
0,
0,
60,
90,
1
],
[
35,
24,
0,
0,
60,
90,
0
],
[
35,
24,
34,
0,
60,
90,
0
],
[
86,
13,
34,
0,
60,
90,
0
],
[
86,
13,
11,
0,
60,
90,
0
],
[
86,
13,
11,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 4, \"<|violet|><|cylinder|>\": 24, \"<|maroon|><|moon|>\": 10, \"<|black|><|moon|>\": 22, \"<|olive|><|star|>\": 12, \"<|azure|><|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 violet cylinder on top of the azure cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|local-2-0|><|purple|><|moon|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|local-3-0|><|violet|><|cylinder|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|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-2-2|><|maroon|><|moon|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|local-2-3|><|black|><|moon|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|local-3-2|><|olive|><|star|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|local-2-1|><|azure|><|cube|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cylinder|> found at <|8-6|><|local-3-0|> with height 24\nTarget Placement Location: <|azure|><|cube|> at <|21-3|><|local-2-1|> 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: <|21-3|><|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: [\"<|8-6|>\", \"<|local-3-0|>\", 34, 0, 60, 90, 1]\nStep 2: [\"<|8-6|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|8-6|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|8-6|>\", \"<|local-3-0|>\", 34, 0, 60, 90, 0]\nStep 5: [\"<|21-3|>\", \"<|local-2-1|>\", 34, 0, 60, 90, 0]\nStep 6: [\"<|21-3|>\", \"<|local-2-1|>\", 11, 0, 60, 90, 0]\nStep 7: [\"<|21-3|>\", \"<|local-2-1|>\", 11, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cylinder|>": ["<|15-6|><|local-2-2|>", 15]}] | [{"<|cyan|><|container|>": ["<|11-6|><|local-3-3|>", 9]}] | LOCATE OBJECTS:
Target Object: <|red|><|cylinder|> found at <|15-6|><|local-2-2|> with height 15
Target Placement Location: <|cyan|><|container|> at <|11-6|><|local-3-3|> 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: <|11-6|><|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 <|red|><|cylinder|> into <|cyan|><|container|>.
| [{"cyan-container": [47, 27, 9]}, {"navy-moon": [95, 27, 11]}, {"purple-container": [65, 5, 6]}, {"blue-moon": [43, 16, 4]}, {"red-cylinder": [62, 26, 15]}] | Pick up the red cylinder and place it into the cyan container | [
[
62,
26,
25,
0,
60,
90,
1
],
[
62,
26,
0,
0,
60,
90,
1
],
[
62,
26,
0,
0,
60,
90,
0
],
[
62,
26,
25,
0,
60,
90,
0
],
[
47,
27,
25,
0,
60,
90,
0
],
[
47,
27,
9,
0,
60,
90,
0
],
[
47,
27,
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: {\"<|cyan|><|container|>\": 9, \"<|navy|><|moon|>\": 11, \"<|purple|><|container|>\": 6, \"<|blue|><|moon|>\": 4, \"<|red|><|cylinder|>\": 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 red cylinder and place it into the cyan container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|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-3-0|><|blue|><|moon|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|local-3-3|><|cyan|><|container|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|local-2-2|><|red|><|cylinder|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|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-1-1|><|purple|><|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|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|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-3-3|><|navy|><|moon|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|15-6|><|local-2-2|> with height 15\nTarget Placement Location: <|cyan|><|container|> at <|11-6|><|local-3-3|> 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: <|11-6|><|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 <|red|><|cylinder|> into <|cyan|><|container|>.\n\n</think>\n\nStep 1: [\"<|15-6|>\", \"<|local-2-2|>\", 25, 0, 60, 90, 1]\nStep 2: [\"<|15-6|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|15-6|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|15-6|>\", \"<|local-2-2|>\", 25, 0, 60, 90, 0]\nStep 5: [\"<|11-6|>\", \"<|local-3-3|>\", 25, 0, 60, 90, 0]\nStep 6: [\"<|11-6|>\", \"<|local-3-3|>\", 9, 0, 60, 90, 0]\nStep 7: [\"<|11-6|>\", \"<|local-3-3|>\", 9, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|triangular prism|>": ["<|4-1|><|local-0-3|>", 1]}] | [{"<|violet|><|cube|>": ["<|18-7|><|local-0-1|>", 30]}] | LOCATE OBJECTS:
Target Object: <|teal|><|triangular prism|> found at <|4-1|><|local-0-3|> with height 1
Target Placement Location: <|violet|><|cube|> at <|18-7|><|local-0-1|> 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: <|18-7|><|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.
| [{"green-star": [14, 62, 4]}, {"white-cylinder": [29, 75, 9]}, {"gray-cylinder": [4, 60, 16]}, {"teal-triangular prism": [16, 7, 1]}, {"violet-cube": [72, 29, 30]}] | Stack the teal triangular prism on top of the violet cube | [
[
16,
7,
12,
0,
60,
90,
1
],
[
16,
7,
0,
0,
60,
90,
1
],
[
16,
7,
0,
0,
60,
90,
0
],
[
16,
7,
14,
0,
60,
90,
0
],
[
72,
29,
11,
0,
60,
90,
0
],
[
72,
29,
31,
0,
60,
90,
0
],
[
72,
29,
31,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 4, \"<|white|><|cylinder|>\": 9, \"<|gray|><|cylinder|>\": 16, \"<|teal|><|triangular prism|>\": 1, \"<|violet|><|cube|>\": 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: Stack the teal triangular prism on top of the violet cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|local-0-0|><|gray|><|cylinder|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|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-2-2|><|green|><|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|><|local-0-3|><|teal|><|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|><|local-1-3|><|white|><|cylinder|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|local-0-1|><|violet|><|cube|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|triangular prism|> found at <|4-1|><|local-0-3|> with height 1\nTarget Placement Location: <|violet|><|cube|> at <|18-7|><|local-0-1|> 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: <|18-7|><|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: [\"<|4-1|>\", \"<|local-0-3|>\", 12, 0, 60, 90, 1]\nStep 2: [\"<|4-1|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-1|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-1|>\", \"<|local-0-3|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|18-7|>\", \"<|local-0-1|>\", 11, 0, 60, 90, 0]\nStep 6: [\"<|18-7|>\", \"<|local-0-1|>\", 31, 0, 60, 90, 0]\nStep 7: [\"<|18-7|>\", \"<|local-0-1|>\", 31, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|12-12|><|local-1-1|>", 14]}] | [{"<|blue|><|container|>": ["<|11-17|><|local-2-1|>", 16]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|12-12|><|local-1-1|> with height 14
Target Placement Location: <|blue|><|container|> at <|11-17|><|local-2-1|> 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: <|11-17|><|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 <|blue|><|cylinder|> into <|blue|><|container|>.
| [{"maroon-cylinder": [76, 17, 9]}, {"black-container": [65, 24, 15]}, {"yellow-container": [61, 32, 17]}, {"blue-container": [46, 69, 16]}, {"blue-cylinder": [49, 49, 14]}] | Pick up the blue cylinder and place it into the blue container | [
[
49,
49,
24,
0,
60,
90,
1
],
[
49,
49,
0,
0,
60,
90,
1
],
[
49,
49,
0,
0,
60,
90,
0
],
[
49,
49,
24,
0,
60,
90,
0
],
[
46,
69,
24,
0,
60,
90,
0
],
[
46,
69,
16,
0,
60,
90,
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: {\"<|maroon|><|cylinder|>\": 9, \"<|black|><|container|>\": 15, \"<|yellow|><|container|>\": 17, \"<|blue|><|container|>\": 16, \"<|blue|><|cylinder|>\": 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 blue cylinder and place it into the blue container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|local-2-1|><|blue|><|container|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|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-1-1|><|blue|><|cylinder|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|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-1-0|><|yellow|><|container|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|local-1-0|><|black|><|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-0-1|><|maroon|><|cylinder|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|12-12|><|local-1-1|> with height 14\nTarget Placement Location: <|blue|><|container|> at <|11-17|><|local-2-1|> 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: <|11-17|><|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 <|blue|><|cylinder|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|12-12|>\", \"<|local-1-1|>\", 24, 0, 60, 90, 1]\nStep 2: [\"<|12-12|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-12|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-12|>\", \"<|local-1-1|>\", 24, 0, 60, 90, 0]\nStep 5: [\"<|11-17|>\", \"<|local-2-1|>\", 24, 0, 60, 90, 0]\nStep 6: [\"<|11-17|>\", \"<|local-2-1|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|11-17|>\", \"<|local-2-1|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|cylinder|>": ["<|5-23|><|local-1-3|>", 30]}] | [{"<|navy|><|container|>": ["<|14-16|><|local-2-2|>", 12]}] | LOCATE OBJECTS:
Target Object: <|rose|><|cylinder|> found at <|5-23|><|local-1-3|> with height 30
Target Placement Location: <|navy|><|container|> at <|14-16|><|local-2-2|> 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: <|14-16|><|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 <|rose|><|cylinder|> into <|navy|><|container|>.
| [{"teal-moon": [84, 30, 15]}, {"yellow-cylinder": [76, 13, 13]}, {"lime-container": [51, 10, 29]}, {"rose-cylinder": [21, 95, 30]}, {"navy-container": [58, 66, 12]}] | Pick up the rose cylinder and place it into the navy container | [
[
21,
95,
40,
0,
60,
90,
1
],
[
21,
95,
0,
0,
60,
90,
1
],
[
21,
95,
0,
0,
60,
90,
0
],
[
21,
95,
40,
0,
60,
90,
0
],
[
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: {\"<|teal|><|moon|>\": 15, \"<|yellow|><|cylinder|>\": 13, \"<|lime|><|container|>\": 29, \"<|rose|><|cylinder|>\": 30, \"<|navy|><|container|>\": 12}\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 rose 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|><|local-1-3|><|rose|><|cylinder|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|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|><|lime|><|container|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|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-2-2|><|navy|><|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|><|local-0-1|><|yellow|><|cylinder|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|local-0-2|><|teal|><|moon|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|5-23|><|local-1-3|> with height 30\nTarget Placement Location: <|navy|><|container|> at <|14-16|><|local-2-2|> 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: <|14-16|><|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 <|rose|><|cylinder|> into <|navy|><|container|>.\n\n</think>\n\nStep 1: [\"<|5-23|>\", \"<|local-1-3|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|5-23|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-23|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-23|>\", \"<|local-1-3|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|14-16|>\", \"<|local-2-2|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|14-16|>\", \"<|local-2-2|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|14-16|>\", \"<|local-2-2|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|star|>": ["<|0-23|><|local-2-0|>", 19]}] | [{"<|lime|><|cube|>": ["<|22-12|><|local-2-0|>", 15]}] | LOCATE OBJECTS:
Target Object: <|gray|><|star|> found at <|0-23|><|local-2-0|> with height 19
Target Placement Location: <|lime|><|cube|> at <|22-12|><|local-2-0|> 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: <|22-12|><|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-moon": [8, 11, 21]}, {"silver-star": [19, 12, 25]}, {"teal-moon": [45, 60, 28]}, {"gray-star": [2, 92, 19]}, {"magenta-cube": [12, 19, 14]}, {"white-cylinder": [75, 4, 2]}, {"lime-cube": [90, 48, 15]}] | Stack the lime cube and the gray star in sequence. | [
[
2,
92,
29,
0,
60,
90,
1
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[
2,
92,
0,
0,
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1
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[
2,
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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: {\"<|cyan|><|moon|>\": 21, \"<|silver|><|star|>\": 25, \"<|teal|><|moon|>\": 28, \"<|gray|><|star|>\": 19, \"<|magenta|><|cube|>\": 14, \"<|white|><|cylinder|>\": 2, \"<|lime|><|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: Stack the lime cube 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|><|local-2-0|><|gray|><|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|><|local-0-3|><|cyan|><|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|><|local-0-3|><|magenta|><|cube|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|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-3-0|><|silver|><|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|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|local-1-0|><|teal|><|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|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|local-3-0|><|white|><|cylinder|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|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-2-0|><|lime|><|cube|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|star|> found at <|0-23|><|local-2-0|> with height 19\nTarget Placement Location: <|lime|><|cube|> at <|22-12|><|local-2-0|> 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: <|22-12|><|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: [\"<|0-23|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|0-23|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-23|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-23|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|22-12|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|22-12|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|22-12|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cylinder|>": ["<|11-11|><|local-3-2|>", 23]}] | [{"<|silver|><|moon|>": ["<|21-14|><|local-2-2|>", 20]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cylinder|> found at <|11-11|><|local-3-2|> with height 23
Target Placement Location: <|silver|><|moon|> at <|21-14|><|local-2-2|> with height 20
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: <|21-14|><|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.
| [{"teal-star": [94, 32, 8]}, {"black-cube": [98, 92, 4]}, {"purple-triangular prism": [95, 68, 24]}, {"navy-cylinder": [47, 46, 23]}, {"silver-moon": [86, 58, 20]}] | Stack the cylinder on top of the moon | [
[
47,
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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|>\": 8, \"<|black|><|cube|>\": 4, \"<|purple|><|triangular prism|>\": 24, \"<|navy|><|cylinder|>\": 23, \"<|silver|><|moon|>\": 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 cylinder on top of the moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|local-3-2|><|navy|><|cylinder|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|local-2-2|><|silver|><|moon|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|local-2-0|><|teal|><|star|><|23-9|><|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-3-0|><|purple|><|triangular prism|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|local-2-0|><|black|><|cube|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|11-11|><|local-3-2|> with height 23\nTarget Placement Location: <|silver|><|moon|> at <|21-14|><|local-2-2|> with height 20\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: <|21-14|><|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: [\"<|11-11|>\", \"<|local-3-2|>\", 33, 0, 60, 90, 1]\nStep 2: [\"<|11-11|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-11|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-11|>\", \"<|local-3-2|>\", 33, 0, 60, 90, 0]\nStep 5: [\"<|21-14|>\", \"<|local-2-2|>\", 33, 0, 60, 90, 0]\nStep 6: [\"<|21-14|>\", \"<|local-2-2|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|21-14|>\", \"<|local-2-2|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|triangular prism|>": ["<|13-12|><|local-0-0|>", 4]}] | [{"<|gray|><|container|>": ["<|19-4|><|local-3-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|azure|><|triangular prism|> found at <|13-12|><|local-0-0|> with height 4
Target Placement Location: <|gray|><|container|> at <|19-4|><|local-3-1|> 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: <|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 <|azure|><|triangular prism|> into <|gray|><|container|>.
| [{"gray-container": [79, 17, 18]}, {"white-moon": [3, 33, 11]}, {"azure-triangular prism": [52, 48, 4]}, {"navy-cube": [19, 25, 18]}, {"magenta-cylinder": [45, 73, 26]}, {"yellow-container": [53, 71, 10]}] | Pick up the triangular prism and place it into the gray container | [
[
52,
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15,
0,
60,
90,
1
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52,
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[
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60,
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[
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[
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[
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: {\"<|gray|><|container|>\": 18, \"<|white|><|moon|>\": 11, \"<|azure|><|triangular prism|>\": 4, \"<|navy|><|cube|>\": 18, \"<|magenta|><|cylinder|>\": 26, \"<|yellow|><|container|>\": 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 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|><|local-3-1|><|white|><|moon|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|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|><|navy|><|cube|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|local-1-1|><|magenta|><|cylinder|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|local-0-0|><|azure|><|triangular prism|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|local-1-3|><|yellow|><|container|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|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|><|gray|><|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: <|azure|><|triangular prism|> found at <|13-12|><|local-0-0|> with height 4\nTarget Placement Location: <|gray|><|container|> at <|19-4|><|local-3-1|> 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: <|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 <|azure|><|triangular prism|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|13-12|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|13-12|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-12|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-12|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|19-4|>\", \"<|local-3-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|19-4|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 0]\nStep 7: [\"<|19-4|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|silver|><|triangular prism|>": ["<|8-19|><|local-1-1|>", 28]}] | [{"<|maroon|><|container|>": ["<|13-22|><|local-0-3|>", 26]}] | LOCATE OBJECTS:
Target Object: <|silver|><|triangular prism|> found at <|8-19|><|local-1-1|> with height 28
Target Placement Location: <|maroon|><|container|> at <|13-22|><|local-0-3|> 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: <|13-22|><|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 <|silver|><|triangular prism|> into <|maroon|><|container|>.
| [{"yellow-container": [22, 39, 29]}, {"rose-container": [18, 7, 15]}, {"white-star": [87, 7, 8]}, {"silver-triangular prism": [33, 77, 28]}, {"gray-moon": [26, 96, 1]}, {"maroon-container": [52, 91, 26]}] | Pick up the silver triangular prism and place it into the maroon container | [
[
33,
77,
38,
0,
60,
90,
1
],
[
33,
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0,
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60,
90,
1
],
[
33,
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90,
0
],
[
33,
77,
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0,
60,
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],
[
52,
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38,
0,
60,
90,
0
],
[
52,
91,
26,
0,
60,
90,
0
],
[
52,
91,
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|><|container|>\": 29, \"<|rose|><|container|>\": 15, \"<|white|><|star|>\": 8, \"<|silver|><|triangular prism|>\": 28, \"<|gray|><|moon|>\": 1, \"<|maroon|><|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 silver triangular prism and place it into the maroon container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|local-2-3|><|rose|><|container|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|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-2-3|><|yellow|><|container|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|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|><|gray|><|moon|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|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|><|silver|><|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|><|local-0-3|><|maroon|><|container|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|local-3-3|><|white|><|star|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|silver|><|triangular prism|> found at <|8-19|><|local-1-1|> with height 28\nTarget Placement Location: <|maroon|><|container|> at <|13-22|><|local-0-3|> 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: <|13-22|><|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 <|silver|><|triangular prism|> into <|maroon|><|container|>.\n\n</think>\n\nStep 1: [\"<|8-19|>\", \"<|local-1-1|>\", 38, 0, 60, 90, 1]\nStep 2: [\"<|8-19|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|8-19|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|8-19|>\", \"<|local-1-1|>\", 38, 0, 60, 90, 0]\nStep 5: [\"<|13-22|>\", \"<|local-0-3|>\", 38, 0, 60, 90, 0]\nStep 6: [\"<|13-22|>\", \"<|local-0-3|>\", 26, 0, 60, 90, 0]\nStep 7: [\"<|13-22|>\", \"<|local-0-3|>\", 26, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cylinder|>": ["<|5-23|><|local-0-1|>", 24]}] | [{"<|black|><|triangular prism|>": ["<|12-3|><|local-2-1|>", 15]}] | LOCATE OBJECTS:
Target Object: <|white|><|cylinder|> found at <|5-23|><|local-0-1|> with height 24
Target Placement Location: [50, 13] with height 15. Map [50, 13] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|12-3|><|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: <|12-3|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|12-3|><|local-2-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"black-cylinder": [36, 52, 2]}, {"white-cylinder": [20, 93, 24]}, {"black-triangular prism": [50, 13, 15]}, {"rose-star": [61, 29, 10]}, {"yellow-cube": [52, 65, 26]}, {"silver-moon": [82, 34, 22]}] | Move the white cylinder to [50, 13, 15] | [
[
20,
93,
34,
0,
60,
90,
1
],
[
20,
93,
0,
0,
60,
90,
1
],
[
20,
93,
0,
0,
60,
90,
0
],
[
20,
93,
34,
0,
60,
90,
0
],
[
50,
13,
34,
0,
60,
90,
0
],
[
50,
13,
15,
0,
60,
90,
0
],
[
50,
13,
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: {\"<|black|><|cylinder|>\": 2, \"<|white|><|cylinder|>\": 24, \"<|black|><|triangular prism|>\": 15, \"<|rose|><|star|>\": 10, \"<|yellow|><|cube|>\": 26, \"<|silver|><|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: Move the white cylinder to [50, 13, 15]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|local-0-1|><|white|><|cylinder|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|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-0-0|><|black|><|cylinder|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|local-2-1|><|black|><|triangular prism|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|local-0-1|><|yellow|><|cube|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\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-1-1|><|rose|><|star|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|local-2-2|><|silver|><|moon|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|5-23|><|local-0-1|> with height 24\nTarget Placement Location: [50, 13] with height 15. Map [50, 13] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|12-3|><|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: <|12-3|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|12-3|><|local-2-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|5-23|>\", \"<|local-0-1|>\", 34, 0, 60, 90, 1]\nStep 2: [\"<|5-23|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-23|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-23|>\", \"<|local-0-1|>\", 34, 0, 60, 90, 0]\nStep 5: [\"<|12-3|>\", \"<|local-2-1|>\", 34, 0, 60, 90, 0]\nStep 6: [\"<|12-3|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|12-3|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cube|>": ["<|4-6|><|local-3-0|>", 10]}] | [{"<|azure|><|container|>": ["<|18-10|><|local-3-3|>", 16]}] | LOCATE OBJECTS:
Target Object: <|black|><|cube|> found at <|4-6|><|local-3-0|> with height 10
Target Placement Location: <|azure|><|container|> at <|18-10|><|local-3-3|> 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: <|18-10|><|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|><|cube|> into <|azure|><|container|>.
| [{"azure-container": [75, 43, 16]}, {"gray-container": [64, 37, 10]}, {"black-cube": [19, 24, 10]}, {"silver-cylinder": [35, 23, 7]}] | Pick up the cube and place it into the azure container | [
[
19,
24,
20,
0,
60,
90,
1
],
[
19,
24,
0,
0,
60,
90,
1
],
[
19,
24,
0,
0,
60,
90,
0
],
[
19,
24,
20,
0,
60,
90,
0
],
[
75,
43,
20,
0,
60,
90,
0
],
[
75,
43,
16,
0,
60,
90,
0
],
[
75,
43,
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: {\"<|azure|><|container|>\": 16, \"<|gray|><|container|>\": 10, \"<|black|><|cube|>\": 10, \"<|silver|><|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: Pick up the cube and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|local-3-0|><|black|><|cube|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|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-3-3|><|silver|><|cylinder|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|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-0-1|><|gray|><|container|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|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-3-3|><|azure|><|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: <|black|><|cube|> found at <|4-6|><|local-3-0|> with height 10\nTarget Placement Location: <|azure|><|container|> at <|18-10|><|local-3-3|> 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: <|18-10|><|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|><|cube|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|4-6|>\", \"<|local-3-0|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|4-6|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-6|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-6|>\", \"<|local-3-0|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|18-10|>\", \"<|local-3-3|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|18-10|>\", \"<|local-3-3|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|18-10|>\", \"<|local-3-3|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|moon|>": ["<|8-17|><|local-2-0|>", 6]}] | [{"<|white|><|cylinder|>": ["<|16-5|><|local-2-3|>", 29]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|moon|> found at <|8-17|><|local-2-0|> with height 6
Target Placement Location: [66, 23] with height 29. Map [66, 23] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|16-5|><|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: <|16-5|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|16-5|><|local-2-3|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"white-cylinder": [66, 23, 29]}, {"teal-star": [3, 83, 13]}, {"maroon-cylinder": [93, 62, 25]}, {"blue-star": [16, 90, 25]}, {"olive-triangular prism": [9, 52, 27]}, {"magenta-moon": [34, 68, 6]}, {"yellow-moon": [27, 1, 6]}] | Move the magenta moon to [66, 23, 29] | [
[
34,
68,
16,
0,
60,
90,
1
],
[
34,
68,
0,
0,
60,
90,
1
],
[
34,
68,
0,
0,
60,
90,
0
],
[
34,
68,
16,
0,
60,
90,
0
],
[
66,
23,
16,
0,
60,
90,
0
],
[
66,
23,
29,
0,
60,
90,
0
],
[
66,
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: {\"<|white|><|cylinder|>\": 29, \"<|teal|><|star|>\": 13, \"<|maroon|><|cylinder|>\": 25, \"<|blue|><|star|>\": 25, \"<|olive|><|triangular prism|>\": 27, \"<|magenta|><|moon|>\": 6, \"<|yellow|><|moon|>\": 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: Move the magenta moon to [66, 23, 29]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|local-3-3|><|teal|><|star|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|local-1-0|><|olive|><|triangular prism|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|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-0-2|><|blue|><|star|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|local-3-1|><|yellow|><|moon|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|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-2-0|><|magenta|><|moon|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|local-2-3|><|white|><|cylinder|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|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-1-2|><|maroon|><|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: <|magenta|><|moon|> found at <|8-17|><|local-2-0|> with height 6\nTarget Placement Location: [66, 23] with height 29. Map [66, 23] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|16-5|><|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: <|16-5|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|16-5|><|local-2-3|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|8-17|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|8-17|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|8-17|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|8-17|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|16-5|>\", \"<|local-2-3|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|16-5|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|16-5|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|20-8|><|local-1-3|>", 10]}] | [{"<|gray|><|cube|>": ["<|12-3|><|local-0-3|>", 4]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|20-8|><|local-1-3|> with height 10
Target Placement Location: [48, 15] with height 4. Map [48, 15] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|12-3|><|local-0-3|>.
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: <|12-3|><|local-0-3|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|12-3|><|local-0-3|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"silver-moon": [97, 93, 22]}, {"green-moon": [97, 52, 30]}, {"azure-star": [71, 97, 23]}, {"teal-cylinder": [81, 35, 10]}, {"maroon-cube": [83, 87, 8]}, {"navy-moon": [18, 5, 17]}, {"gray-cube": [48, 15, 4]}] | Move the teal cylinder to [48, 15, 4] | [
[
81,
35,
20,
0,
60,
90,
1
],
[
81,
35,
0,
0,
60,
90,
1
],
[
81,
35,
0,
0,
60,
90,
0
],
[
81,
35,
20,
0,
60,
90,
0
],
[
48,
15,
20,
0,
60,
90,
0
],
[
48,
15,
4,
0,
60,
90,
0
],
[
48,
15,
4,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 22, \"<|green|><|moon|>\": 30, \"<|azure|><|star|>\": 23, \"<|teal|><|cylinder|>\": 10, \"<|maroon|><|cube|>\": 8, \"<|navy|><|moon|>\": 17, \"<|gray|><|cube|>\": 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: Move the teal cylinder to [48, 15, 4]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|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-2-1|><|navy|><|moon|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|local-0-3|><|gray|><|cube|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|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-3-1|><|azure|><|star|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|local-1-3|><|teal|><|cylinder|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|local-3-3|><|maroon|><|cube|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|local-1-0|><|green|><|moon|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|local-1-1|><|silver|><|moon|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|20-8|><|local-1-3|> with height 10\nTarget Placement Location: [48, 15] with height 4. Map [48, 15] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|12-3|><|local-0-3|>.\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: <|12-3|><|local-0-3|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|12-3|><|local-0-3|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|20-8|>\", \"<|local-1-3|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|20-8|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|20-8|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|20-8|>\", \"<|local-1-3|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|12-3|>\", \"<|local-0-3|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|12-3|>\", \"<|local-0-3|>\", 4, 0, 60, 90, 0]\nStep 7: [\"<|12-3|>\", \"<|local-0-3|>\", 4, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|moon|>": ["<|21-15|><|local-1-2|>", 7]}] | [{"<|green|><|cylinder|>": ["<|3-4|><|local-2-3|>", 22]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|moon|> found at <|21-15|><|local-1-2|> with height 7
Target Placement Location: <|green|><|cylinder|> at <|3-4|><|local-2-3|> 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: <|3-4|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"magenta-moon": [85, 62, 7]}, {"red-moon": [45, 16, 30]}, {"maroon-cube": [97, 62, 19]}, {"yellow-cylinder": [65, 22, 14]}, {"green-cylinder": [14, 19, 22]}] | Stack the magenta moon on top of the green cylinder | [
[
85,
62,
17,
0,
60,
90,
1
],
[
85,
62,
0,
0,
60,
90,
1
],
[
85,
62,
0,
0,
60,
90,
0
],
[
85,
62,
17,
0,
60,
90,
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: {\"<|magenta|><|moon|>\": 7, \"<|red|><|moon|>\": 30, \"<|maroon|><|cube|>\": 19, \"<|yellow|><|cylinder|>\": 14, \"<|green|><|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: Stack the magenta moon on top of the green cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|local-2-3|><|green|><|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|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|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|><|red|><|moon|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|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-1-2|><|yellow|><|cylinder|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|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-1-2|><|magenta|><|moon|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|local-1-2|><|maroon|><|cube|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|21-15|><|local-1-2|> with height 7\nTarget Placement Location: <|green|><|cylinder|> at <|3-4|><|local-2-3|> 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: <|3-4|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|21-15|>\", \"<|local-1-2|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|21-15|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-15|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-15|>\", \"<|local-1-2|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|3-4|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|3-4|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|3-4|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|triangular prism|>": ["<|0-11|><|local-3-0|>", 19]}] | [{"<|magenta|><|triangular prism|>": ["<|7-9|><|local-1-1|>", 13]}] | LOCATE OBJECTS:
Target Object: <|white|><|triangular prism|> found at <|0-11|><|local-3-0|> with height 19
Target Placement Location: [29, 37] with height 13. Map [29, 37] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|7-9|><|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: <|7-9|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|7-9|><|local-1-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"purple-star": [59, 55, 8]}, {"magenta-triangular prism": [29, 37, 13]}, {"gray-moon": [47, 32, 12]}, {"navy-triangular prism": [74, 52, 30]}, {"white-triangular prism": [3, 44, 19]}, {"yellow-moon": [70, 28, 1]}] | Move the white triangular prism to [29, 37, 13] | [
[
3,
44,
29,
0,
60,
90,
1
],
[
3,
44,
0,
0,
60,
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1
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[
3,
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0,
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0
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[
3,
44,
29,
0,
60,
90,
0
],
[
29,
37,
29,
0,
60,
90,
0
],
[
29,
37,
13,
0,
60,
90,
0
],
[
29,
37,
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: {\"<|purple|><|star|>\": 8, \"<|magenta|><|triangular prism|>\": 13, \"<|gray|><|moon|>\": 12, \"<|navy|><|triangular prism|>\": 30, \"<|white|><|triangular prism|>\": 19, \"<|yellow|><|moon|>\": 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 white triangular prism to [29, 37, 13]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|local-3-0|><|white|><|triangular prism|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|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|><|magenta|><|triangular prism|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|local-3-0|><|gray|><|moon|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|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-3-3|><|purple|><|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|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\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-2-0|><|yellow|><|moon|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|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-2-0|><|navy|><|triangular prism|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|0-11|><|local-3-0|> with height 19\nTarget Placement Location: [29, 37] with height 13. Map [29, 37] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|7-9|><|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: <|7-9|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|7-9|><|local-1-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|0-11|>\", \"<|local-3-0|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|0-11|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-11|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-11|>\", \"<|local-3-0|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|7-9|>\", \"<|local-1-1|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|7-9|>\", \"<|local-1-1|>\", 13, 0, 60, 90, 0]\nStep 7: [\"<|7-9|>\", \"<|local-1-1|>\", 13, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|triangular prism|>": ["<|12-0|><|local-1-1|>", 2]}] | [{"<|yellow|><|triangular prism|>": ["<|20-10|><|local-1-0|>", 11]}] | LOCATE OBJECTS:
Target Object: <|violet|><|triangular prism|> found at <|12-0|><|local-1-1|> with height 2
Target Placement Location: <|yellow|><|triangular prism|> at <|20-10|><|local-1-0|> 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: <|20-10|><|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.
| [{"yellow-triangular prism": [81, 40, 11]}, {"red-star": [58, 43, 13]}, {"violet-triangular prism": [49, 1, 2]}, {"rose-moon": [2, 30, 20]}, {"azure-triangular prism": [12, 17, 5]}] | Stack the yellow triangular prism and the violet triangular prism in sequence. | [
[
49,
1,
12,
0,
60,
90,
1
],
[
49,
1,
0,
0,
60,
90,
1
],
[
49,
1,
0,
0,
60,
90,
0
],
[
49,
1,
14,
0,
60,
90,
0
],
[
81,
40,
15,
0,
60,
90,
0
],
[
81,
40,
12,
0,
60,
90,
0
],
[
81,
40,
12,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|triangular prism|>\": 11, \"<|red|><|star|>\": 13, \"<|violet|><|triangular prism|>\": 2, \"<|rose|><|moon|>\": 20, \"<|azure|><|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 yellow triangular prism and the violet 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|><|local-2-2|><|rose|><|moon|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|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-0-1|><|azure|><|triangular prism|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|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|><|violet|><|triangular prism|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|local-2-3|><|red|><|star|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|local-1-0|><|yellow|><|triangular prism|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|triangular prism|> found at <|12-0|><|local-1-1|> with height 2\nTarget Placement Location: <|yellow|><|triangular prism|> at <|20-10|><|local-1-0|> 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: <|20-10|><|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: [\"<|12-0|>\", \"<|local-1-1|>\", 12, 0, 60, 90, 1]\nStep 2: [\"<|12-0|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-0|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-0|>\", \"<|local-1-1|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|20-10|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|20-10|>\", \"<|local-1-0|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|20-10|>\", \"<|local-1-0|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|star|>": ["<|5-6|><|local-0-2|>", 20]}] | [{"<|magenta|><|container|>": ["<|22-12|><|local-0-0|>", 21]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|star|> found at <|5-6|><|local-0-2|> with height 20
Target Placement Location: <|magenta|><|container|> at <|22-12|><|local-0-0|> 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: <|22-12|><|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 <|maroon|><|star|> into <|magenta|><|container|>.
| [{"violet-moon": [7, 90, 2]}, {"red-star": [65, 32, 23]}, {"gray-container": [79, 49, 15]}, {"maroon-star": [20, 26, 20]}, {"magenta-container": [88, 48, 21]}] | Pick up the maroon star and place it into the magenta container | [
[
20,
26,
30,
0,
60,
90,
1
],
[
20,
26,
0,
0,
60,
90,
1
],
[
20,
26,
0,
0,
60,
90,
0
],
[
20,
26,
30,
0,
60,
90,
0
],
[
88,
48,
30,
0,
60,
90,
0
],
[
88,
48,
21,
0,
60,
90,
0
],
[
88,
48,
21,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 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|>\": 2, \"<|red|><|star|>\": 23, \"<|gray|><|container|>\": 15, \"<|maroon|><|star|>\": 20, \"<|magenta|><|container|>\": 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: Pick up the maroon 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|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|local-3-2|><|violet|><|moon|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|local-0-2|><|maroon|><|star|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|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-1-0|><|red|><|star|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|local-3-1|><|gray|><|container|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|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-0-0|><|magenta|><|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: <|maroon|><|star|> found at <|5-6|><|local-0-2|> with height 20\nTarget Placement Location: <|magenta|><|container|> at <|22-12|><|local-0-0|> 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: <|22-12|><|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 <|maroon|><|star|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|5-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-6|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-6|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|22-12|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|22-12|>\", \"<|local-0-0|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|22-12|>\", \"<|local-0-0|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cube|>": ["<|3-22|><|local-2-1|>", 1]}] | [{"<|teal|><|container|>": ["<|9-10|><|local-1-2|>", 10]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cube|> found at <|3-22|><|local-2-1|> with height 1
Target Placement Location: <|teal|><|container|> at <|9-10|><|local-1-2|> 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: <|9-10|><|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|>.
| [{"olive-container": [42, 78, 25]}, {"yellow-triangular prism": [15, 26, 14]}, {"teal-container": [37, 42, 10]}, {"maroon-container": [21, 79, 7]}, {"lime-cube": [14, 89, 1]}] | Pick up the lime cube and place it into the teal container | [
[
14,
89,
15,
0,
60,
90,
1
],
[
14,
89,
0,
0,
60,
90,
1
],
[
14,
89,
0,
0,
60,
90,
0
],
[
14,
89,
15,
0,
60,
90,
0
],
[
37,
42,
14,
0,
60,
90,
0
],
[
37,
42,
10,
0,
60,
90,
0
],
[
37,
42,
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: {\"<|olive|><|container|>\": 25, \"<|yellow|><|triangular prism|>\": 14, \"<|teal|><|container|>\": 10, \"<|maroon|><|container|>\": 7, \"<|lime|><|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: 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|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|local-3-2|><|yellow|><|triangular prism|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|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-2-1|><|lime|><|cube|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|local-1-3|><|maroon|><|container|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|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-1-2|><|teal|><|container|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|olive|><|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|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|3-22|><|local-2-1|> with height 1\nTarget Placement Location: <|teal|><|container|> at <|9-10|><|local-1-2|> 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: <|9-10|><|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: [\"<|3-22|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|3-22|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|3-22|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|3-22|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|9-10|>\", \"<|local-1-2|>\", 14, 0, 60, 90, 0]\nStep 6: [\"<|9-10|>\", \"<|local-1-2|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|9-10|>\", \"<|local-1-2|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cube|>": ["<|11-3|><|local-0-3|>", 4]}] | [{"<|cyan|><|triangular prism|>": ["<|15-23|><|local-1-3|>", 24]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cube|> found at <|11-3|><|local-0-3|> with height 4
Target Placement Location: [61, 95] with height 24. Map [61, 95] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|15-23|><|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: <|15-23|><|local-1-3|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|15-23|><|local-1-3|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"navy-cylinder": [59, 50, 7]}, {"cyan-star": [92, 95, 6]}, {"olive-cube": [44, 15, 4]}, {"rose-star": [24, 87, 18]}, {"cyan-triangular prism": [61, 95, 24]}, {"teal-cylinder": [16, 67, 6]}, {"purple-cube": [65, 39, 24]}] | Move the olive cube to [61, 95, 24] | [
[
44,
15,
15,
0,
60,
90,
1
],
[
44,
15,
0,
0,
60,
90,
1
],
[
44,
15,
0,
0,
60,
90,
0
],
[
44,
15,
15,
0,
60,
90,
0
],
[
61,
95,
15,
0,
60,
90,
0
],
[
61,
95,
24,
0,
60,
90,
0
],
[
61,
95,
24,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|cylinder|>\": 7, \"<|cyan|><|star|>\": 6, \"<|olive|><|cube|>\": 4, \"<|rose|><|star|>\": 18, \"<|cyan|><|triangular prism|>\": 24, \"<|teal|><|cylinder|>\": 6, \"<|purple|><|cube|>\": 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: Move the olive cube to [61, 95, 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|><|local-0-3|><|teal|><|cylinder|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|local-0-3|><|rose|><|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|><|local-0-3|><|olive|><|cube|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|local-3-2|><|navy|><|cylinder|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|local-1-3|><|cyan|><|triangular prism|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|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|><|purple|><|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|><|local-0-3|><|cyan|><|star|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|11-3|><|local-0-3|> with height 4\nTarget Placement Location: [61, 95] with height 24. Map [61, 95] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|15-23|><|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: <|15-23|><|local-1-3|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|15-23|><|local-1-3|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|11-3|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|11-3|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-3|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-3|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|15-23|>\", \"<|local-1-3|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|15-23|>\", \"<|local-1-3|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|15-23|>\", \"<|local-1-3|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cylinder|>": ["<|20-9|><|local-2-0|>", 11]}] | [{"<|silver|><|container|>": ["<|4-21|><|local-2-2|>", 14]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cylinder|> found at <|20-9|><|local-2-0|> with height 11
Target Placement Location: <|silver|><|container|> at <|4-21|><|local-2-2|> 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: <|4-21|><|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 <|navy|><|cylinder|> into <|silver|><|container|>.
| [{"silver-container": [18, 86, 14]}, {"olive-star": [75, 53, 5]}, {"navy-cylinder": [82, 36, 11]}, {"azure-cube": [63, 81, 4]}, {"red-container": [38, 58, 28]}, {"violet-container": [58, 23, 10]}] | Pick up the navy cylinder and place it into the silver container | [
[
82,
36,
21,
0,
60,
90,
1
],
[
82,
36,
0,
0,
60,
90,
1
],
[
82,
36,
0,
0,
60,
90,
0
],
[
82,
36,
21,
0,
60,
90,
0
],
[
18,
86,
21,
0,
60,
90,
0
],
[
18,
86,
14,
0,
60,
90,
0
],
[
18,
86,
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: {\"<|silver|><|container|>\": 14, \"<|olive|><|star|>\": 5, \"<|navy|><|cylinder|>\": 11, \"<|azure|><|cube|>\": 4, \"<|red|><|container|>\": 28, \"<|violet|><|container|>\": 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 navy cylinder and place it into the silver container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|local-2-2|><|silver|><|container|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|local-2-2|><|red|><|container|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|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-2-3|><|violet|><|container|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|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-3-1|><|azure|><|cube|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|local-3-1|><|olive|><|star|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|local-2-0|><|navy|><|cylinder|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|20-9|><|local-2-0|> with height 11\nTarget Placement Location: <|silver|><|container|> at <|4-21|><|local-2-2|> 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: <|4-21|><|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 <|navy|><|cylinder|> into <|silver|><|container|>.\n\n</think>\n\nStep 1: [\"<|20-9|>\", \"<|local-2-0|>\", 21, 0, 60, 90, 1]\nStep 2: [\"<|20-9|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|20-9|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|20-9|>\", \"<|local-2-0|>\", 21, 0, 60, 90, 0]\nStep 5: [\"<|4-21|>\", \"<|local-2-2|>\", 21, 0, 60, 90, 0]\nStep 6: [\"<|4-21|>\", \"<|local-2-2|>\", 14, 0, 60, 90, 0]\nStep 7: [\"<|4-21|>\", \"<|local-2-2|>\", 14, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|star|>": ["<|23-18|><|local-0-1|>", 26]}] | [{"<|purple|><|container|>": ["<|4-22|><|local-2-3|>", 29]}] | LOCATE OBJECTS:
Target Object: <|red|><|star|> found at <|23-18|><|local-0-1|> with height 26
Target Placement Location: <|purple|><|container|> at <|4-22|><|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: <|4-22|><|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 <|red|><|star|> into <|purple|><|container|>.
| [{"purple-container": [18, 91, 29]}, {"red-star": [92, 73, 26]}, {"yellow-cylinder": [66, 92, 28]}, {"rose-star": [56, 26, 25]}, {"black-moon": [7, 82, 23]}, {"azure-container": [31, 83, 15]}, {"lime-star": [82, 92, 1]}] | Pick up the red star and place it into the purple container | [
[
92,
73,
36,
0,
60,
90,
1
],
[
92,
73,
0,
0,
60,
90,
1
],
[
92,
73,
0,
0,
60,
90,
0
],
[
92,
73,
36,
0,
60,
90,
0
],
[
18,
91,
36,
0,
60,
90,
0
],
[
18,
91,
29,
0,
60,
90,
0
],
[
18,
91,
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: {\"<|purple|><|container|>\": 29, \"<|red|><|star|>\": 26, \"<|yellow|><|cylinder|>\": 28, \"<|rose|><|star|>\": 25, \"<|black|><|moon|>\": 23, \"<|azure|><|container|>\": 15, \"<|lime|><|star|>\": 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 red star and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|local-3-2|><|black|><|moon|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|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-2-3|><|purple|><|container|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|local-3-3|><|azure|><|container|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|local-0-2|><|rose|><|star|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|local-2-0|><|yellow|><|cylinder|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|local-2-0|><|lime|><|star|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|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-0-1|><|red|><|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: <|red|><|star|> found at <|23-18|><|local-0-1|> with height 26\nTarget Placement Location: <|purple|><|container|> at <|4-22|><|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: <|4-22|><|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 <|red|><|star|> into <|purple|><|container|>.\n\n</think>\n\nStep 1: [\"<|23-18|>\", \"<|local-0-1|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|23-18|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-18|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-18|>\", \"<|local-0-1|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|4-22|>\", \"<|local-2-3|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|4-22|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|4-22|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cylinder|>": ["<|11-23|><|local-3-0|>", 2]}] | [{"<|purple|><|container|>": ["<|21-4|><|local-0-3|>", 8]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cylinder|> found at <|11-23|><|local-3-0|> with height 2
Target Placement Location: <|purple|><|container|> at <|21-4|><|local-0-3|> 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: <|21-4|><|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|><|cylinder|> into <|purple|><|container|>.
| [{"navy-container": [41, 58, 18]}, {"cyan-container": [57, 51, 15]}, {"violet-moon": [46, 44, 25]}, {"purple-container": [84, 19, 8]}, {"lime-cylinder": [47, 92, 2]}] | Pick up the cylinder and place it into the purple container | [
[
47,
92,
14,
0,
60,
90,
1
],
[
47,
92,
0,
0,
60,
90,
1
],
[
47,
92,
0,
0,
60,
90,
0
],
[
47,
92,
12,
0,
60,
90,
0
],
[
84,
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: {\"<|navy|><|container|>\": 18, \"<|cyan|><|container|>\": 15, \"<|violet|><|moon|>\": 25, \"<|purple|><|container|>\": 8, \"<|lime|><|cylinder|>\": 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 cylinder and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|local-1-2|><|navy|><|container|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|local-2-0|><|violet|><|moon|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|local-3-0|><|lime|><|cylinder|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|local-1-3|><|cyan|><|container|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|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-0-3|><|purple|><|container|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|11-23|><|local-3-0|> with height 2\nTarget Placement Location: <|purple|><|container|> at <|21-4|><|local-0-3|> 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: <|21-4|><|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|><|cylinder|> into <|purple|><|container|>.\n\n</think>\n\nStep 1: [\"<|11-23|>\", \"<|local-3-0|>\", 14, 0, 60, 90, 1]\nStep 2: [\"<|11-23|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-23|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-23|>\", \"<|local-3-0|>\", 12, 0, 60, 90, 0]\nStep 5: [\"<|21-4|>\", \"<|local-0-3|>\", 13, 0, 60, 90, 0]\nStep 6: [\"<|21-4|>\", \"<|local-0-3|>\", 8, 0, 60, 90, 0]\nStep 7: [\"<|21-4|>\", \"<|local-0-3|>\", 8, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|moon|>": ["<|6-5|><|local-2-0|>", 19]}] | [{"<|yellow|><|triangular prism|>": ["<|14-5|><|local-0-0|>", 16]}] | LOCATE OBJECTS:
Target Object: <|navy|><|moon|> found at <|6-5|><|local-2-0|> with height 19
Target Placement Location: <|yellow|><|triangular prism|> at <|14-5|><|local-0-0|> 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: <|14-5|><|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.
| [{"cyan-cube": [2, 88, 12]}, {"yellow-triangular prism": [56, 20, 16]}, {"magenta-cylinder": [69, 68, 3]}, {"navy-moon": [26, 20, 19]}, {"teal-star": [74, 64, 26]}] | Stack the triangular prism and the moon in sequence. | [
[
26,
20,
29,
0,
60,
90,
1
],
[
26,
20,
0,
0,
60,
90,
1
],
[
26,
20,
0,
0,
60,
90,
0
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[
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20,
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[
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[
56,
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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|>\": 12, \"<|yellow|><|triangular prism|>\": 16, \"<|magenta|><|cylinder|>\": 3, \"<|navy|><|moon|>\": 19, \"<|teal|><|star|>\": 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 triangular prism 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|><|local-2-0|><|cyan|><|cube|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|local-2-0|><|navy|><|moon|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|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-0-0|><|yellow|><|triangular prism|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|local-1-0|><|magenta|><|cylinder|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|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|><|teal|><|star|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|moon|> found at <|6-5|><|local-2-0|> with height 19\nTarget Placement Location: <|yellow|><|triangular prism|> at <|14-5|><|local-0-0|> 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: <|14-5|><|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: [\"<|6-5|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|6-5|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|6-5|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|6-5|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|14-5|>\", \"<|local-0-0|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|14-5|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 7: [\"<|14-5|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cylinder|>": ["<|10-13|><|local-1-2|>", 7]}] | [{"<|magenta|><|container|>": ["<|7-20|><|local-0-3|>", 28]}] | LOCATE OBJECTS:
Target Object: <|red|><|cylinder|> found at <|10-13|><|local-1-2|> with height 7
Target Placement Location: <|magenta|><|container|> at <|7-20|><|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: <|7-20|><|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 <|red|><|cylinder|> into <|magenta|><|container|>.
| [{"silver-container": [47, 22, 4]}, {"teal-triangular prism": [56, 4, 22]}, {"gray-cube": [7, 14, 21]}, {"magenta-container": [28, 83, 28]}, {"red-cylinder": [41, 54, 7]}] | Pick up the red cylinder and place it into the magenta container | [
[
41,
54,
17,
0,
60,
90,
1
],
[
41,
54,
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: {\"<|silver|><|container|>\": 4, \"<|teal|><|triangular prism|>\": 22, \"<|gray|><|cube|>\": 21, \"<|magenta|><|container|>\": 28, \"<|red|><|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: Pick up the red cylinder and place it into the magenta container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|local-3-2|><|gray|><|cube|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|local-0-3|><|magenta|><|container|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|local-1-2|><|red|><|cylinder|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|local-3-2|><|silver|><|container|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|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-0-0|><|teal|><|triangular prism|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|10-13|><|local-1-2|> with height 7\nTarget Placement Location: <|magenta|><|container|> at <|7-20|><|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: <|7-20|><|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 <|red|><|cylinder|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-13|>\", \"<|local-1-2|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|10-13|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-13|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-13|>\", \"<|local-1-2|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|7-20|>\", \"<|local-0-3|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|7-20|>\", \"<|local-0-3|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|7-20|>\", \"<|local-0-3|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cylinder|>": ["<|2-22|><|local-0-3|>", 15]}] | [{"<|maroon|><|container|>": ["<|10-24|><|local-1-0|>", 5]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cylinder|> found at <|2-22|><|local-0-3|> with height 15
Target Placement Location: <|maroon|><|container|> at <|10-24|><|local-1-0|> 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: <|10-24|><|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 <|lime|><|cylinder|> into <|maroon|><|container|>.
| [{"gray-star": [62, 51, 24]}, {"blue-container": [74, 50, 5]}, {"purple-cube": [6, 7, 19]}, {"gray-container": [56, 94, 30]}, {"maroon-container": [41, 96, 5]}, {"blue-cube": [79, 74, 11]}, {"lime-cylinder": [8, 91, 15]}] | Pick up the lime cylinder and place it into the maroon container | [
[
8,
91,
25,
0,
60,
90,
1
],
[
8,
91,
0,
0,
60,
90,
1
],
[
8,
91,
0,
0,
60,
90,
0
],
[
8,
91,
25,
0,
60,
90,
0
],
[
41,
96,
25,
0,
60,
90,
0
],
[
41,
96,
5,
0,
60,
90,
0
],
[
41,
96,
5,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 24, \"<|blue|><|container|>\": 5, \"<|purple|><|cube|>\": 19, \"<|gray|><|container|>\": 30, \"<|maroon|><|container|>\": 5, \"<|blue|><|cube|>\": 11, \"<|lime|><|cylinder|>\": 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 lime cylinder and place it into the maroon container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|local-2-3|><|purple|><|cube|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|local-0-3|><|lime|><|cylinder|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|local-1-0|><|maroon|><|container|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|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|><|gray|><|container|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|local-2-3|><|gray|><|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|><|local-2-2|><|blue|><|container|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|local-3-2|><|blue|><|cube|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|2-22|><|local-0-3|> with height 15\nTarget Placement Location: <|maroon|><|container|> at <|10-24|><|local-1-0|> 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: <|10-24|><|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 <|lime|><|cylinder|> into <|maroon|><|container|>.\n\n</think>\n\nStep 1: [\"<|2-22|>\", \"<|local-0-3|>\", 25, 0, 60, 90, 1]\nStep 2: [\"<|2-22|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-22|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-22|>\", \"<|local-0-3|>\", 25, 0, 60, 90, 0]\nStep 5: [\"<|10-24|>\", \"<|local-1-0|>\", 25, 0, 60, 90, 0]\nStep 6: [\"<|10-24|>\", \"<|local-1-0|>\", 5, 0, 60, 90, 0]\nStep 7: [\"<|10-24|>\", \"<|local-1-0|>\", 5, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cylinder|>": ["<|3-6|><|local-2-2|>", 29]}] | [{"<|gray|><|moon|>": ["<|24-1|><|local-2-3|>", 22]}] | LOCATE OBJECTS:
Target Object: <|black|><|cylinder|> found at <|3-6|><|local-2-2|> with height 29
Target Placement Location: <|gray|><|moon|> at <|24-1|><|local-2-3|> 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: <|24-1|><|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.
| [{"rose-triangular prism": [41, 68, 16]}, {"maroon-moon": [3, 57, 8]}, {"gray-moon": [98, 7, 22]}, {"green-cube": [30, 20, 10]}, {"cyan-star": [81, 33, 24]}, {"maroon-cylinder": [59, 4, 24]}, {"black-cylinder": [14, 26, 29]}] | Stack the gray moon and the black cylinder in sequence. | [
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90,
1
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[
98,
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[
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23,
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[
98,
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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|><|triangular prism|>\": 16, \"<|maroon|><|moon|>\": 8, \"<|gray|><|moon|>\": 22, \"<|green|><|cube|>\": 10, \"<|cyan|><|star|>\": 24, \"<|maroon|><|cylinder|>\": 24, \"<|black|><|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: Stack the gray moon and the black 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-3-1|><|maroon|><|moon|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|local-2-2|><|black|><|cylinder|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|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-2-0|><|green|><|cube|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|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-1-0|><|rose|><|triangular prism|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|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-3-0|><|maroon|><|cylinder|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|local-1-1|><|cyan|><|star|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|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-2-3|><|gray|><|moon|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|3-6|><|local-2-2|> with height 29\nTarget Placement Location: <|gray|><|moon|> at <|24-1|><|local-2-3|> 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: <|24-1|><|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: [\"<|3-6|>\", \"<|local-2-2|>\", 39, 0, 60, 90, 1]\nStep 2: [\"<|3-6|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|3-6|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|3-6|>\", \"<|local-2-2|>\", 39, 0, 60, 90, 0]\nStep 5: [\"<|24-1|>\", \"<|local-2-3|>\", 39, 0, 60, 90, 0]\nStep 6: [\"<|24-1|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|24-1|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|triangular prism|>": ["<|11-2|><|local-1-1|>", 15]}] | [{"<|lime|><|container|>": ["<|23-18|><|local-1-3|>", 5]}] | LOCATE OBJECTS:
Target Object: <|navy|><|triangular prism|> found at <|11-2|><|local-1-1|> with height 15
Target Placement Location: <|lime|><|container|> at <|23-18|><|local-1-3|> 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: <|23-18|><|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 <|navy|><|triangular prism|> into <|lime|><|container|>.
| [{"lime-container": [93, 75, 5]}, {"navy-triangular prism": [45, 9, 15]}, {"gray-cube": [46, 29, 19]}, {"yellow-container": [22, 73, 7]}, {"azure-container": [81, 79, 9]}] | Pick up the navy triangular prism and place it into the lime container | [
[
45,
9,
25,
0,
60,
90,
1
],
[
45,
9,
0,
0,
60,
90,
1
],
[
45,
9,
0,
0,
60,
90,
0
],
[
45,
9,
25,
0,
60,
90,
0
],
[
93,
75,
25,
0,
60,
90,
0
],
[
93,
75,
5,
0,
60,
90,
0
],
[
93,
75,
5,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 5, \"<|navy|><|triangular prism|>\": 15, \"<|gray|><|cube|>\": 19, \"<|yellow|><|container|>\": 7, \"<|azure|><|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 navy triangular prism and place it into the lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|local-2-1|><|yellow|><|container|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|local-1-1|><|navy|><|triangular prism|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|local-2-1|><|gray|><|cube|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|local-1-3|><|azure|><|container|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|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-1-3|><|lime|><|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: <|navy|><|triangular prism|> found at <|11-2|><|local-1-1|> with height 15\nTarget Placement Location: <|lime|><|container|> at <|23-18|><|local-1-3|> 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: <|23-18|><|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 <|navy|><|triangular prism|> into <|lime|><|container|>.\n\n</think>\n\nStep 1: [\"<|11-2|>\", \"<|local-1-1|>\", 25, 0, 60, 90, 1]\nStep 2: [\"<|11-2|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-2|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-2|>\", \"<|local-1-1|>\", 25, 0, 60, 90, 0]\nStep 5: [\"<|23-18|>\", \"<|local-1-3|>\", 25, 0, 60, 90, 0]\nStep 6: [\"<|23-18|>\", \"<|local-1-3|>\", 5, 0, 60, 90, 0]\nStep 7: [\"<|23-18|>\", \"<|local-1-3|>\", 5, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|cylinder|>": ["<|0-19|><|local-0-0|>", 4]}] | [{"<|azure|><|container|>": ["<|7-13|><|local-2-1|>", 22]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|cylinder|> found at <|0-19|><|local-0-0|> with height 4
Target Placement Location: <|azure|><|container|> at <|7-13|><|local-2-1|> 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: <|7-13|><|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 <|maroon|><|cylinder|> into <|azure|><|container|>.
| [{"rose-container": [73, 84, 27]}, {"silver-cube": [39, 17, 9]}, {"navy-cylinder": [6, 63, 28]}, {"magenta-cube": [41, 64, 3]}, {"olive-cube": [79, 56, 5]}, {"azure-container": [30, 53, 22]}, {"maroon-cylinder": [0, 76, 4]}] | Pick up the maroon cylinder and place it into the azure container | [
[
0,
76,
15,
0,
60,
90,
1
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[
0,
76,
0,
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0,
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[
0,
76,
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0,
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[
30,
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60,
90,
0
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[
30,
53,
22,
0,
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0
],
[
30,
53,
22,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|rose|><|container|>\": 27, \"<|silver|><|cube|>\": 9, \"<|navy|><|cylinder|>\": 28, \"<|magenta|><|cube|>\": 3, \"<|olive|><|cube|>\": 5, \"<|azure|><|container|>\": 22, \"<|maroon|><|cylinder|>\": 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: Pick up the maroon 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|><|local-0-0|><|maroon|><|cylinder|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|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-2-3|><|navy|><|cylinder|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|local-2-1|><|azure|><|container|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|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-3-1|><|silver|><|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|><|local-1-0|><|magenta|><|cube|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|local-1-0|><|rose|><|container|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|local-3-0|><|olive|><|cube|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|cylinder|> found at <|0-19|><|local-0-0|> with height 4\nTarget Placement Location: <|azure|><|container|> at <|7-13|><|local-2-1|> 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: <|7-13|><|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 <|maroon|><|cylinder|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-19|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|0-19|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-19|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-19|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|7-13|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|7-13|>\", \"<|local-2-1|>\", 22, 0, 60, 90, 0]\nStep 7: [\"<|7-13|>\", \"<|local-2-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|moon|>": ["<|20-9|><|local-3-3|>", 25]}] | [{"<|azure|><|cylinder|>": ["<|23-19|><|local-1-2|>", 1]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|moon|> found at <|20-9|><|local-3-3|> with height 25
Target Placement Location: <|azure|><|cylinder|> at <|23-19|><|local-1-2|> 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: <|23-19|><|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.
| [{"maroon-moon": [83, 39, 25]}, {"rose-cube": [36, 5, 14]}, {"green-moon": [22, 7, 19]}, {"white-star": [24, 49, 9]}, {"azure-cylinder": [93, 78, 1]}, {"yellow-cylinder": [83, 55, 15]}] | Stack the maroon moon on top of the azure cylinder | [
[
83,
39,
35,
0,
60,
90,
1
],
[
83,
39,
0,
0,
60,
90,
1
],
[
83,
39,
0,
0,
60,
90,
0
],
[
83,
39,
35,
0,
60,
90,
0
],
[
93,
78,
35,
0,
60,
90,
0
],
[
93,
78,
2,
0,
60,
90,
0
],
[
93,
78,
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: {\"<|maroon|><|moon|>\": 25, \"<|rose|><|cube|>\": 14, \"<|green|><|moon|>\": 19, \"<|white|><|star|>\": 9, \"<|azure|><|cylinder|>\": 1, \"<|yellow|><|cylinder|>\": 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 maroon moon on top of the azure cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|local-2-3|><|green|><|moon|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|local-0-1|><|white|><|star|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|local-0-1|><|rose|><|cube|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|local-3-3|><|maroon|><|moon|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|local-3-3|><|yellow|><|cylinder|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|local-1-2|><|azure|><|cylinder|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|moon|> found at <|20-9|><|local-3-3|> with height 25\nTarget Placement Location: <|azure|><|cylinder|> at <|23-19|><|local-1-2|> 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: <|23-19|><|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: [\"<|20-9|>\", \"<|local-3-3|>\", 35, 0, 60, 90, 1]\nStep 2: [\"<|20-9|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|20-9|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|20-9|>\", \"<|local-3-3|>\", 35, 0, 60, 90, 0]\nStep 5: [\"<|23-19|>\", \"<|local-1-2|>\", 35, 0, 60, 90, 0]\nStep 6: [\"<|23-19|>\", \"<|local-1-2|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|23-19|>\", \"<|local-1-2|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|triangular prism|>": ["<|11-23|><|local-0-1|>", 17]}] | [{"<|purple|><|container|>": ["<|14-24|><|local-1-0|>", 25]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|triangular prism|> found at <|11-23|><|local-0-1|> with height 17
Target Placement Location: <|purple|><|container|> at <|14-24|><|local-1-0|> 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: <|14-24|><|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 <|cyan|><|triangular prism|> into <|purple|><|container|>.
| [{"purple-container": [57, 96, 25]}, {"cyan-container": [54, 34, 24]}, {"gray-star": [34, 52, 27]}, {"magenta-moon": [16, 68, 22]}, {"cyan-triangular prism": [44, 93, 17]}, {"maroon-container": [5, 52, 19]}] | Pick up the cyan triangular prism and place it into the purple container | [
[
44,
93,
27,
0,
60,
90,
1
],
[
44,
93,
0,
0,
60,
90,
1
],
[
44,
93,
0,
0,
60,
90,
0
],
[
44,
93,
27,
0,
60,
90,
0
],
[
57,
96,
27,
0,
60,
90,
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[
57,
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60,
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0
],
[
57,
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25,
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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|>\": 25, \"<|cyan|><|container|>\": 24, \"<|gray|><|star|>\": 27, \"<|magenta|><|moon|>\": 22, \"<|cyan|><|triangular prism|>\": 17, \"<|maroon|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height 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 triangular prism and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|local-1-0|><|maroon|><|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|><|local-0-0|><|magenta|><|moon|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|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-2-0|><|gray|><|star|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|local-0-1|><|cyan|><|triangular prism|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|local-2-2|><|cyan|><|container|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|local-1-0|><|purple|><|container|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|triangular prism|> found at <|11-23|><|local-0-1|> with height 17\nTarget Placement Location: <|purple|><|container|> at <|14-24|><|local-1-0|> 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: <|14-24|><|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 <|cyan|><|triangular prism|> into <|purple|><|container|>.\n\n</think>\n\nStep 1: [\"<|11-23|>\", \"<|local-0-1|>\", 27, 0, 60, 90, 1]\nStep 2: [\"<|11-23|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-23|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-23|>\", \"<|local-0-1|>\", 27, 0, 60, 90, 0]\nStep 5: [\"<|14-24|>\", \"<|local-1-0|>\", 27, 0, 60, 90, 0]\nStep 6: [\"<|14-24|>\", \"<|local-1-0|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|14-24|>\", \"<|local-1-0|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|23-20|><|local-2-2|>", 5]}] | [{"<|lime|><|container|>": ["<|15-15|><|local-0-3|>", 21]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|23-20|><|local-2-2|> with height 5
Target Placement Location: <|lime|><|container|> at <|15-15|><|local-0-3|> 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: <|15-15|><|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 <|blue|><|cylinder|> into <|lime|><|container|>.
| [{"cyan-container": [28, 64, 30]}, {"blue-cylinder": [94, 82, 5]}, {"red-container": [82, 39, 13]}, {"lime-container": [60, 63, 21]}, {"blue-triangular prism": [11, 7, 10]}] | Pick up the cylinder and place it into the lime container | [
[
94,
82,
15,
0,
60,
90,
1
],
[
94,
82,
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: {\"<|cyan|><|container|>\": 30, \"<|blue|><|cylinder|>\": 5, \"<|red|><|container|>\": 13, \"<|lime|><|container|>\": 21, \"<|blue|><|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: Pick up the cylinder and place it into the lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|local-3-3|><|blue|><|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|><|local-0-0|><|cyan|><|container|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|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-0-3|><|lime|><|container|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|local-2-3|><|red|><|container|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|local-2-2|><|blue|><|cylinder|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|23-20|><|local-2-2|> with height 5\nTarget Placement Location: <|lime|><|container|> at <|15-15|><|local-0-3|> 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: <|15-15|><|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 <|blue|><|cylinder|> into <|lime|><|container|>.\n\n</think>\n\nStep 1: [\"<|23-20|>\", \"<|local-2-2|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|23-20|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-20|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-20|>\", \"<|local-2-2|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|15-15|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|15-15|>\", \"<|local-0-3|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|15-15|>\", \"<|local-0-3|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|23-11|><|local-0-0|>", 9]}] | [{"<|navy|><|triangular prism|>": ["<|8-2|><|local-0-2|>", 22]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|23-11|><|local-0-0|> with height 9
Target Placement Location: <|navy|><|triangular prism|> at <|8-2|><|local-0-2|> 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: <|8-2|><|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.
| [{"olive-cube": [1, 30, 29]}, {"teal-cylinder": [92, 3, 4]}, {"violet-cylinder": [71, 90, 5]}, {"blue-cylinder": [92, 44, 9]}, {"navy-cylinder": [11, 10, 17]}, {"navy-triangular prism": [32, 10, 22]}] | Stack the blue cylinder on top of the navy triangular prism | [
[
92,
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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|><|cube|>\": 29, \"<|teal|><|cylinder|>\": 4, \"<|violet|><|cylinder|>\": 5, \"<|blue|><|cylinder|>\": 9, \"<|navy|><|cylinder|>\": 17, \"<|navy|><|triangular prism|>\": 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 blue cylinder on top of the navy triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|local-1-2|><|olive|><|cube|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|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-3-2|><|navy|><|cylinder|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|local-0-2|><|navy|><|triangular prism|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|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-3-2|><|violet|><|cylinder|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|local-0-3|><|teal|><|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|><|local-0-0|><|blue|><|cylinder|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|23-11|><|local-0-0|> with height 9\nTarget Placement Location: <|navy|><|triangular prism|> at <|8-2|><|local-0-2|> 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: <|8-2|><|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: [\"<|23-11|>\", \"<|local-0-0|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|23-11|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-11|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-11|>\", \"<|local-0-0|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|8-2|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|8-2|>\", \"<|local-0-2|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|8-2|>\", \"<|local-0-2|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|moon|>": ["<|19-23|><|local-2-0|>", 6]}] | [{"<|lime|><|container|>": ["<|18-22|><|local-3-0|>", 25]}] | LOCATE OBJECTS:
Target Object: <|violet|><|moon|> found at <|19-23|><|local-2-0|> with height 6
Target Placement Location: <|lime|><|container|> at <|18-22|><|local-3-0|> 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: <|18-22|><|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 <|violet|><|moon|> into <|lime|><|container|>.
| [{"maroon-moon": [25, 21, 6]}, {"lime-container": [75, 88, 25]}, {"rose-triangular prism": [14, 42, 21]}, {"violet-container": [7, 83, 13]}, {"red-triangular prism": [17, 30, 4]}, {"violet-moon": [78, 92, 6]}] | Pick up the violet moon and place it into the lime container | [
[
78,
92,
16,
0,
60,
90,
1
],
[
78,
92,
0,
0,
60,
90,
1
],
[
78,
92,
0,
0,
60,
90,
0
],
[
78,
92,
16,
0,
60,
90,
0
],
[
75,
88,
16,
0,
60,
90,
0
],
[
75,
88,
25,
0,
60,
90,
0
],
[
75,
88,
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|><|moon|>\": 6, \"<|lime|><|container|>\": 25, \"<|rose|><|triangular prism|>\": 21, \"<|violet|><|container|>\": 13, \"<|red|><|triangular prism|>\": 4, \"<|violet|><|moon|>\": 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 moon and place it into the lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|local-3-3|><|violet|><|container|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|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-2-2|><|rose|><|triangular prism|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|local-1-2|><|red|><|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|><|local-1-1|><|maroon|><|moon|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|local-3-0|><|lime|><|container|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|local-2-0|><|violet|><|moon|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|moon|> found at <|19-23|><|local-2-0|> with height 6\nTarget Placement Location: <|lime|><|container|> at <|18-22|><|local-3-0|> 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: <|18-22|><|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 <|violet|><|moon|> into <|lime|><|container|>.\n\n</think>\n\nStep 1: [\"<|19-23|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|19-23|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-23|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-23|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|18-22|>\", \"<|local-3-0|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|18-22|>\", \"<|local-3-0|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|18-22|>\", \"<|local-3-0|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|star|>": ["<|24-17|><|local-1-3|>", 19]}] | [{"<|red|><|triangular prism|>": ["<|14-17|><|local-0-3|>", 6]}] | LOCATE OBJECTS:
Target Object: <|red|><|star|> found at <|24-17|><|local-1-3|> with height 19
Target Placement Location: <|red|><|triangular prism|> at <|14-17|><|local-0-3|> 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: <|14-17|><|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.
| [{"green-cube": [2, 0, 6]}, {"red-triangular prism": [56, 71, 6]}, {"silver-star": [21, 37, 9]}, {"violet-star": [13, 46, 6]}, {"red-star": [97, 71, 19]}, {"maroon-cylinder": [61, 92, 8]}] | Stack the red triangular prism and the red star in sequence. | [
[
97,
71,
29,
0,
60,
90,
1
],
[
97,
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0,
0,
60,
90,
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[
97,
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0,
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[
97,
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29,
0,
60,
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],
[
56,
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29,
0,
60,
90,
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],
[
56,
71,
7,
0,
60,
90,
0
],
[
56,
71,
7,
0,
60,
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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: {\"<|green|><|cube|>\": 6, \"<|red|><|triangular prism|>\": 6, \"<|silver|><|star|>\": 9, \"<|violet|><|star|>\": 6, \"<|red|><|star|>\": 19, \"<|maroon|><|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 red triangular prism and the red star in sequence.\n<desk>\n<|0-0|><|local-2-0|><|green|><|cube|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|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-1-2|><|violet|><|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|><|local-1-1|><|silver|><|star|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|local-0-3|><|red|><|triangular prism|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|local-1-0|><|maroon|><|cylinder|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|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|><|red|><|star|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|24-17|><|local-1-3|> with height 19\nTarget Placement Location: <|red|><|triangular prism|> at <|14-17|><|local-0-3|> 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: <|14-17|><|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: [\"<|24-17|>\", \"<|local-1-3|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|24-17|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|24-17|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|24-17|>\", \"<|local-1-3|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|14-17|>\", \"<|local-0-3|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|14-17|>\", \"<|local-0-3|>\", 7, 0, 60, 90, 0]\nStep 7: [\"<|14-17|>\", \"<|local-0-3|>\", 7, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|triangular prism|>": ["<|12-8|><|local-1-0|>", 13]}] | [{"<|red|><|star|>": ["<|23-13|><|local-2-2|>", 15]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|triangular prism|> found at <|12-8|><|local-1-0|> with height 13
Target Placement Location: <|red|><|star|> at <|23-13|><|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: <|23-13|><|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-cylinder": [15, 22, 12]}, {"magenta-container": [45, 40, 4]}, {"red-star": [94, 54, 15]}, {"white-cube": [52, 12, 17]}, {"red-moon": [56, 41, 25]}, {"maroon-triangular prism": [49, 32, 13]}] | Stack the triangular prism on top of the star | [
[
49,
32,
23,
0,
60,
90,
1
],
[
49,
32,
0,
0,
60,
90,
1
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[
49,
32,
0,
0,
60,
90,
0
],
[
49,
32,
23,
0,
60,
90,
0
],
[
94,
54,
23,
0,
60,
90,
0
],
[
94,
54,
16,
0,
60,
90,
0
],
[
94,
54,
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|><|cylinder|>\": 12, \"<|magenta|><|container|>\": 4, \"<|red|><|star|>\": 15, \"<|white|><|cube|>\": 17, \"<|red|><|moon|>\": 25, \"<|maroon|><|triangular prism|>\": 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 triangular prism 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|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|local-3-2|><|white|><|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|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|local-1-0|><|magenta|><|container|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|local-1-0|><|maroon|><|triangular prism|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|local-0-0|><|white|><|cube|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|local-0-1|><|red|><|moon|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|local-2-2|><|red|><|star|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|triangular prism|> found at <|12-8|><|local-1-0|> with height 13\nTarget Placement Location: <|red|><|star|> at <|23-13|><|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: <|23-13|><|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: [\"<|12-8|>\", \"<|local-1-0|>\", 23, 0, 60, 90, 1]\nStep 2: [\"<|12-8|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-8|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-8|>\", \"<|local-1-0|>\", 23, 0, 60, 90, 0]\nStep 5: [\"<|23-13|>\", \"<|local-2-2|>\", 23, 0, 60, 90, 0]\nStep 6: [\"<|23-13|>\", \"<|local-2-2|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|23-13|>\", \"<|local-2-2|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|cube|>": ["<|21-18|><|local-2-2|>", 23]}] | [{"<|rose|><|container|>": ["<|10-24|><|local-3-0|>", 24]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|cube|> found at <|21-18|><|local-2-2|> with height 23
Target Placement Location: <|rose|><|container|> at <|10-24|><|local-3-0|> 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: <|10-24|><|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|><|cube|> into <|rose|><|container|>.
| [{"teal-cylinder": [59, 60, 21]}, {"magenta-cube": [86, 74, 23]}, {"maroon-container": [18, 8, 9]}, {"purple-triangular prism": [3, 88, 28]}, {"rose-container": [43, 96, 24]}, {"lime-star": [72, 48, 4]}] | Pick up the cube and place it into the rose container | [
[
86,
74,
33,
0,
60,
90,
1
],
[
86,
74,
0,
0,
60,
90,
1
],
[
86,
74,
0,
0,
60,
90,
0
],
[
86,
74,
33,
0,
60,
90,
0
],
[
43,
96,
33,
0,
60,
90,
0
],
[
43,
96,
24,
0,
60,
90,
0
],
[
43,
96,
24,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|cylinder|>\": 21, \"<|magenta|><|cube|>\": 23, \"<|maroon|><|container|>\": 9, \"<|purple|><|triangular prism|>\": 28, \"<|rose|><|container|>\": 24, \"<|lime|><|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: 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|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|local-3-0|><|purple|><|triangular prism|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|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-2-0|><|maroon|><|container|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|local-3-0|><|rose|><|container|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|local-3-0|><|teal|><|cylinder|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|local-0-0|><|lime|><|star|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|local-2-2|><|magenta|><|cube|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|cube|> found at <|21-18|><|local-2-2|> with height 23\nTarget Placement Location: <|rose|><|container|> at <|10-24|><|local-3-0|> 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: <|10-24|><|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|><|cube|> into <|rose|><|container|>.\n\n</think>\n\nStep 1: [\"<|21-18|>\", \"<|local-2-2|>\", 33, 0, 60, 90, 1]\nStep 2: [\"<|21-18|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-18|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-18|>\", \"<|local-2-2|>\", 33, 0, 60, 90, 0]\nStep 5: [\"<|10-24|>\", \"<|local-3-0|>\", 33, 0, 60, 90, 0]\nStep 6: [\"<|10-24|>\", \"<|local-3-0|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|10-24|>\", \"<|local-3-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|star|>": ["<|21-11|><|local-0-1|>", 27]}] | [{"<|green|><|container|>": ["<|20-17|><|local-2-3|>", 2]}] | LOCATE OBJECTS:
Target Object: <|white|><|star|> found at <|21-11|><|local-0-1|> with height 27
Target Placement Location: <|green|><|container|> at <|20-17|><|local-2-3|> 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: <|20-17|><|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 <|white|><|star|> into <|green|><|container|>.
| [{"yellow-container": [78, 9, 22]}, {"rose-container": [88, 86, 8]}, {"white-star": [84, 45, 27]}, {"green-container": [82, 71, 2]}] | Pick up the star and place it into the green container | [
[
84,
45,
37,
0,
60,
90,
1
],
[
84,
45,
0,
0,
60,
90,
1
],
[
84,
45,
0,
0,
60,
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0
],
[
84,
45,
37,
0,
60,
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],
[
82,
71,
37,
0,
60,
90,
0
],
[
82,
71,
2,
0,
60,
90,
0
],
[
82,
71,
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: {\"<|yellow|><|container|>\": 22, \"<|rose|><|container|>\": 8, \"<|white|><|star|>\": 27, \"<|green|><|container|>\": 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 star and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|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-2-1|><|yellow|><|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|><|local-2-3|><|green|><|container|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|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-0-1|><|white|><|star|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|local-0-2|><|rose|><|container|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|star|> found at <|21-11|><|local-0-1|> with height 27\nTarget Placement Location: <|green|><|container|> at <|20-17|><|local-2-3|> 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: <|20-17|><|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 <|white|><|star|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|21-11|>\", \"<|local-0-1|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|21-11|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-11|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-11|>\", \"<|local-0-1|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|20-17|>\", \"<|local-2-3|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|20-17|>\", \"<|local-2-3|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|20-17|>\", \"<|local-2-3|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cube|>": ["<|19-13|><|local-2-2|>", 18]}] | [{"<|white|><|triangular prism|>": ["<|23-19|><|local-0-1|>", 7]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cube|> found at <|19-13|><|local-2-2|> with height 18
Target Placement Location: <|white|><|triangular prism|> at <|23-19|><|local-0-1|> 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: <|23-19|><|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.
| [{"white-triangular prism": [92, 77, 7]}, {"azure-cube": [78, 54, 18]}, {"maroon-cylinder": [80, 18, 2]}, {"yellow-moon": [69, 10, 4]}] | Stack the triangular prism and the cube in sequence. | [
[
78,
54,
28,
0,
60,
90,
1
],
[
78,
54,
0,
0,
60,
90,
1
],
[
78,
54,
0,
0,
60,
90,
0
],
[
78,
54,
28,
0,
60,
90,
0
],
[
92,
77,
28,
0,
60,
90,
0
],
[
92,
77,
8,
0,
60,
90,
0
],
[
92,
77,
8,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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, \"<|azure|><|cube|>\": 18, \"<|maroon|><|cylinder|>\": 2, \"<|yellow|><|moon|>\": 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 triangular prism and the 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|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|local-1-2|><|yellow|><|moon|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|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-2-2|><|azure|><|cube|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|local-0-2|><|maroon|><|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|><|local-0-1|><|white|><|triangular prism|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|19-13|><|local-2-2|> with height 18\nTarget Placement Location: <|white|><|triangular prism|> at <|23-19|><|local-0-1|> 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: <|23-19|><|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: [\"<|19-13|>\", \"<|local-2-2|>\", 28, 0, 60, 90, 1]\nStep 2: [\"<|19-13|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-13|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-13|>\", \"<|local-2-2|>\", 28, 0, 60, 90, 0]\nStep 5: [\"<|23-19|>\", \"<|local-0-1|>\", 28, 0, 60, 90, 0]\nStep 6: [\"<|23-19|>\", \"<|local-0-1|>\", 8, 0, 60, 90, 0]\nStep 7: [\"<|23-19|>\", \"<|local-0-1|>\", 8, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cylinder|>": ["<|10-17|><|local-3-2|>", 21]}] | [{"<|green|><|container|>": ["<|9-22|><|local-3-1|>", 14]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cylinder|> found at <|10-17|><|local-3-2|> with height 21
Target Placement Location: <|green|><|container|> at <|9-22|><|local-3-1|> 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: <|9-22|><|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 <|cyan|><|cylinder|> into <|green|><|container|>.
| [{"cyan-cylinder": [43, 70, 21]}, {"navy-moon": [28, 61, 15]}, {"violet-moon": [22, 79, 27]}, {"green-container": [39, 89, 14]}, {"olive-star": [60, 59, 3]}, {"red-container": [12, 30, 11]}] | Pick up the cyan cylinder and place it into the green container | [
[
43,
70,
31,
0,
60,
90,
1
],
[
43,
70,
0,
0,
60,
90,
1
],
[
43,
70,
0,
0,
60,
90,
0
],
[
43,
70,
31,
0,
60,
90,
0
],
[
39,
89,
31,
0,
60,
90,
0
],
[
39,
89,
14,
0,
60,
90,
0
],
[
39,
89,
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: {\"<|cyan|><|cylinder|>\": 21, \"<|navy|><|moon|>\": 15, \"<|violet|><|moon|>\": 27, \"<|green|><|container|>\": 14, \"<|olive|><|star|>\": 3, \"<|red|><|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 cyan cylinder 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|><|local-0-2|><|red|><|container|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|local-2-3|><|violet|><|moon|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|local-0-1|><|navy|><|moon|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|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-3-1|><|green|><|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|><|local-3-2|><|cyan|><|cylinder|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|local-0-3|><|olive|><|star|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|10-17|><|local-3-2|> with height 21\nTarget Placement Location: <|green|><|container|> at <|9-22|><|local-3-1|> 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: <|9-22|><|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 <|cyan|><|cylinder|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-17|>\", \"<|local-3-2|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|10-17|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-17|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-17|>\", \"<|local-3-2|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|9-22|>\", \"<|local-3-1|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|9-22|>\", \"<|local-3-1|>\", 14, 0, 60, 90, 0]\nStep 7: [\"<|9-22|>\", \"<|local-3-1|>\", 14, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|moon|>": ["<|8-11|><|local-1-2|>", 8]}] | [{"<|rose|><|container|>": ["<|2-7|><|local-3-2|>", 27]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|moon|> found at <|8-11|><|local-1-2|> with height 8
Target Placement Location: <|rose|><|container|> at <|2-7|><|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: <|2-7|><|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 <|maroon|><|moon|> into <|rose|><|container|>.
| [{"rose-container": [11, 30, 27]}, {"gray-container": [24, 33, 30]}, {"yellow-triangular prism": [8, 49, 5]}, {"black-container": [75, 87, 5]}, {"maroon-moon": [33, 46, 8]}] | Pick up the moon and place it into the rose container | [
[
33,
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18,
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90,
1
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[
33,
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[
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[
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[
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: {\"<|rose|><|container|>\": 27, \"<|gray|><|container|>\": 30, \"<|yellow|><|triangular prism|>\": 5, \"<|black|><|container|>\": 5, \"<|maroon|><|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: 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|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\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-3-2|><|rose|><|container|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|local-0-1|><|yellow|><|triangular prism|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|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-0-1|><|gray|><|container|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|local-1-2|><|maroon|><|moon|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|black|><|container|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|moon|> found at <|8-11|><|local-1-2|> with height 8\nTarget Placement Location: <|rose|><|container|> at <|2-7|><|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: <|2-7|><|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 <|maroon|><|moon|> into <|rose|><|container|>.\n\n</think>\n\nStep 1: [\"<|8-11|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|8-11|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|8-11|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|8-11|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|2-7|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|2-7|>\", \"<|local-3-2|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|2-7|>\", \"<|local-3-2|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|moon|>": ["<|16-15|><|local-1-0|>", 26]}] | [{"<|yellow|><|star|>": ["<|8-17|><|local-3-1|>", 4]}] | LOCATE OBJECTS:
Target Object: <|azure|><|moon|> found at <|16-15|><|local-1-0|> with height 26
Target Placement Location: [35, 69] with height 4. Map [35, 69] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|8-17|><|local-3-1|>.
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: <|8-17|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|8-17|><|local-3-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"gray-moon": [49, 98, 3]}, {"yellow-star": [35, 69, 4]}, {"azure-moon": [65, 60, 26]}, {"gray-star": [19, 17, 1]}, {"red-star": [71, 95, 15]}, {"black-moon": [65, 54, 30]}, {"red-triangular prism": [47, 21, 2]}] | Move the azure moon to [35, 69, 4] | [
[
65,
60,
36,
0,
60,
90,
1
],
[
65,
60,
0,
0,
60,
90,
1
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[
65,
60,
0,
0,
60,
90,
0
],
[
65,
60,
36,
0,
60,
90,
0
],
[
35,
69,
36,
0,
60,
90,
0
],
[
35,
69,
4,
0,
60,
90,
0
],
[
35,
69,
4,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|gray|><|moon|>\": 3, \"<|yellow|><|star|>\": 4, \"<|azure|><|moon|>\": 26, \"<|gray|><|star|>\": 1, \"<|red|><|star|>\": 15, \"<|black|><|moon|>\": 30, \"<|red|><|triangular prism|>\": 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: Move the azure moon to [35, 69, 4]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|local-3-1|><|gray|><|star|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|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-3-1|><|yellow|><|star|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|local-3-1|><|red|><|triangular prism|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|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-1-2|><|gray|><|moon|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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-1-2|><|black|><|moon|><|16-14|><|empty|><|16-15|><|local-1-0|><|azure|><|moon|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|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-3-3|><|red|><|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|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|16-15|><|local-1-0|> with height 26\nTarget Placement Location: [35, 69] with height 4. Map [35, 69] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|8-17|><|local-3-1|>.\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: <|8-17|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|8-17|><|local-3-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|16-15|>\", \"<|local-1-0|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|16-15|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-15|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-15|>\", \"<|local-1-0|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|8-17|>\", \"<|local-3-1|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|8-17|>\", \"<|local-3-1|>\", 4, 0, 60, 90, 0]\nStep 7: [\"<|8-17|>\", \"<|local-3-1|>\", 4, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|star|>": ["<|3-24|><|local-1-1|>", 5]}] | [{"<|teal|><|container|>": ["<|2-15|><|local-3-0|>", 7]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|star|> found at <|3-24|><|local-1-1|> with height 5
Target Placement Location: <|teal|><|container|> at <|2-15|><|local-3-0|> 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: <|2-15|><|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 <|yellow|><|star|> into <|teal|><|container|>.
| [{"teal-triangular prism": [47, 3, 26]}, {"blue-container": [4, 83, 2]}, {"yellow-moon": [81, 5, 8]}, {"yellow-star": [13, 97, 5]}, {"black-container": [20, 38, 9]}, {"teal-container": [11, 60, 7]}] | Pick up the yellow star and place it into the teal container | [
[
13,
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15,
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90,
1
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13,
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[
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[
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: {\"<|teal|><|triangular prism|>\": 26, \"<|blue|><|container|>\": 2, \"<|yellow|><|moon|>\": 8, \"<|yellow|><|star|>\": 5, \"<|black|><|container|>\": 9, \"<|teal|><|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 yellow 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|><|local-0-3|><|blue|><|container|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|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-3-0|><|teal|><|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|><|local-1-1|><|yellow|><|star|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|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-0-2|><|black|><|container|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|local-3-3|><|teal|><|triangular prism|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|local-1-1|><|yellow|><|moon|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|3-24|><|local-1-1|> with height 5\nTarget Placement Location: <|teal|><|container|> at <|2-15|><|local-3-0|> 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: <|2-15|><|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 <|yellow|><|star|> into <|teal|><|container|>.\n\n</think>\n\nStep 1: [\"<|3-24|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|3-24|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|3-24|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|3-24|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|2-15|>\", \"<|local-3-0|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|2-15|>\", \"<|local-3-0|>\", 7, 0, 60, 90, 0]\nStep 7: [\"<|2-15|>\", \"<|local-3-0|>\", 7, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|star|>": ["<|13-20|><|local-2-0|>", 7]}] | [{"<|blue|><|cube|>": ["<|18-16|><|local-3-3|>", 15]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|star|> found at <|13-20|><|local-2-0|> with height 7
Target Placement Location: <|blue|><|cube|> at <|18-16|><|local-3-3|> 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: <|18-16|><|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.
| [{"maroon-triangular prism": [95, 4, 1]}, {"yellow-moon": [61, 15, 7]}, {"maroon-star": [54, 80, 7]}, {"navy-cylinder": [85, 38, 26]}, {"blue-cube": [75, 67, 15]}, {"rose-cube": [93, 95, 20]}, {"gray-triangular prism": [20, 48, 18]}] | Stack the maroon star on top of the blue cube | [
[
54,
80,
17,
0,
60,
90,
1
],
[
54,
80,
0,
0,
60,
90,
1
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[
54,
80,
0,
0,
60,
90,
0
],
[
54,
80,
17,
0,
60,
90,
0
],
[
75,
67,
17,
0,
60,
90,
0
],
[
75,
67,
16,
0,
60,
90,
0
],
[
75,
67,
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: {\"<|maroon|><|triangular prism|>\": 1, \"<|yellow|><|moon|>\": 7, \"<|maroon|><|star|>\": 7, \"<|navy|><|cylinder|>\": 26, \"<|blue|><|cube|>\": 15, \"<|rose|><|cube|>\": 20, \"<|gray|><|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: Stack the maroon star on top of the blue cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|local-0-0|><|gray|><|triangular prism|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|local-2-0|><|maroon|><|star|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|local-1-3|><|yellow|><|moon|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|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-3-3|><|blue|><|cube|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|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-1-2|><|navy|><|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|><|local-3-0|><|maroon|><|triangular prism|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|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-1-3|><|rose|><|cube|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|star|> found at <|13-20|><|local-2-0|> with height 7\nTarget Placement Location: <|blue|><|cube|> at <|18-16|><|local-3-3|> 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: <|18-16|><|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: [\"<|13-20|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|13-20|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-20|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-20|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|18-16|>\", \"<|local-3-3|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|18-16|>\", \"<|local-3-3|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|18-16|>\", \"<|local-3-3|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|cylinder|>": ["<|6-5|><|local-2-1|>", 24]}] | [{"<|lime|><|container|>": ["<|19-2|><|local-3-2|>", 16]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|cylinder|> found at <|6-5|><|local-2-1|> with height 24
Target Placement Location: <|lime|><|container|> at <|19-2|><|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: <|19-2|><|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 <|magenta|><|cylinder|> into <|lime|><|container|>.
| [{"gray-moon": [83, 23, 28]}, {"blue-cube": [73, 48, 15]}, {"magenta-container": [28, 1, 13]}, {"lime-container": [79, 10, 16]}, {"silver-container": [78, 65, 1]}, {"magenta-cylinder": [26, 21, 24]}] | Pick up the cylinder and place it into the lime container | [
[
26,
21,
34,
0,
60,
90,
1
],
[
26,
21,
0,
0,
60,
90,
1
],
[
26,
21,
0,
0,
60,
90,
0
],
[
26,
21,
34,
0,
60,
90,
0
],
[
79,
10,
34,
0,
60,
90,
0
],
[
79,
10,
16,
0,
60,
90,
0
],
[
79,
10,
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: {\"<|gray|><|moon|>\": 28, \"<|blue|><|cube|>\": 15, \"<|magenta|><|container|>\": 13, \"<|lime|><|container|>\": 16, \"<|silver|><|container|>\": 1, \"<|magenta|><|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: Pick up the cylinder and place it into the lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|local-2-1|><|magenta|><|cylinder|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|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-0-1|><|magenta|><|container|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|local-1-0|><|blue|><|cube|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|local-3-2|><|lime|><|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|><|local-2-1|><|silver|><|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|><|local-3-3|><|gray|><|moon|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|6-5|><|local-2-1|> with height 24\nTarget Placement Location: <|lime|><|container|> at <|19-2|><|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: <|19-2|><|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 <|magenta|><|cylinder|> into <|lime|><|container|>.\n\n</think>\n\nStep 1: [\"<|6-5|>\", \"<|local-2-1|>\", 34, 0, 60, 90, 1]\nStep 2: [\"<|6-5|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|6-5|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|6-5|>\", \"<|local-2-1|>\", 34, 0, 60, 90, 0]\nStep 5: [\"<|19-2|>\", \"<|local-3-2|>\", 34, 0, 60, 90, 0]\nStep 6: [\"<|19-2|>\", \"<|local-3-2|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|19-2|>\", \"<|local-3-2|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|triangular prism|>": ["<|12-21|><|local-3-3|>", 24]}] | [{"<|violet|><|cylinder|>": ["<|5-12|><|local-2-3|>", 11]}] | LOCATE OBJECTS:
Target Object: <|rose|><|triangular prism|> found at <|12-21|><|local-3-3|> with height 24
Target Placement Location: <|violet|><|cylinder|> at <|5-12|><|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: <|5-12|><|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.
| [{"yellow-moon": [51, 29, 10]}, {"maroon-moon": [21, 2, 10]}, {"olive-triangular prism": [2, 88, 14]}, {"purple-star": [1, 97, 4]}, {"teal-star": [75, 37, 29]}, {"violet-cylinder": [22, 51, 11]}, {"rose-triangular prism": [51, 87, 24]}] | Stack the rose triangular prism on top of the violet cylinder | [
[
51,
87,
34,
0,
60,
90,
1
],
[
51,
87,
0,
0,
60,
90,
1
],
[
51,
87,
0,
0,
60,
90,
0
],
[
51,
87,
34,
0,
60,
90,
0
],
[
22,
51,
34,
0,
60,
90,
0
],
[
22,
51,
12,
0,
60,
90,
0
],
[
22,
51,
12,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 10, \"<|maroon|><|moon|>\": 10, \"<|olive|><|triangular prism|>\": 14, \"<|purple|><|star|>\": 4, \"<|teal|><|star|>\": 29, \"<|violet|><|cylinder|>\": 11, \"<|rose|><|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 rose triangular prism 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|><|local-2-0|><|olive|><|triangular prism|><|0-23|><|empty|><|0-24|><|local-1-1|><|purple|><|star|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|local-1-2|><|maroon|><|moon|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|local-2-3|><|violet|><|cylinder|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|local-3-1|><|yellow|><|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|><|local-3-3|><|rose|><|triangular prism|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|local-3-1|><|teal|><|star|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|12-21|><|local-3-3|> with height 24\nTarget Placement Location: <|violet|><|cylinder|> at <|5-12|><|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: <|5-12|><|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: [\"<|12-21|>\", \"<|local-3-3|>\", 34, 0, 60, 90, 1]\nStep 2: [\"<|12-21|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-21|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-21|>\", \"<|local-3-3|>\", 34, 0, 60, 90, 0]\nStep 5: [\"<|5-12|>\", \"<|local-2-3|>\", 34, 0, 60, 90, 0]\nStep 6: [\"<|5-12|>\", \"<|local-2-3|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|5-12|>\", \"<|local-2-3|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|triangular prism|>": ["<|20-9|><|local-1-2|>", 2]}] | [{"<|gray|><|container|>": ["<|5-23|><|local-2-1|>", 4]}] | LOCATE OBJECTS:
Target Object: <|blue|><|triangular prism|> found at <|20-9|><|local-1-2|> with height 2
Target Placement Location: <|gray|><|container|> at <|5-23|><|local-2-1|> with height 4
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: <|5-23|><|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 <|blue|><|triangular prism|> into <|gray|><|container|>.
| [{"gray-container": [22, 93, 4]}, {"teal-container": [91, 40, 4]}, {"maroon-moon": [93, 86, 30]}, {"azure-container": [63, 56, 18]}, {"blue-triangular prism": [81, 38, 2]}, {"olive-moon": [91, 21, 19]}] | Pick up the blue triangular prism and place it into the gray container | [
[
81,
38,
12,
0,
60,
90,
1
],
[
81,
38,
0,
0,
60,
90,
1
],
[
81,
38,
0,
0,
60,
90,
0
],
[
81,
38,
13,
0,
60,
90,
0
],
[
22,
93,
14,
0,
60,
90,
0
],
[
22,
93,
4,
0,
60,
90,
0
],
[
22,
93,
4,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 4, \"<|teal|><|container|>\": 4, \"<|maroon|><|moon|>\": 30, \"<|azure|><|container|>\": 18, \"<|blue|><|triangular prism|>\": 2, \"<|olive|><|moon|>\": 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 blue 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|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|local-2-1|><|gray|><|container|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|local-3-0|><|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|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|local-1-2|><|blue|><|triangular prism|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|local-3-1|><|olive|><|moon|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|local-3-0|><|teal|><|container|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|local-1-2|><|maroon|><|moon|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|20-9|><|local-1-2|> with height 2\nTarget Placement Location: <|gray|><|container|> at <|5-23|><|local-2-1|> with height 4\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: <|5-23|><|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 <|blue|><|triangular prism|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|20-9|>\", \"<|local-1-2|>\", 12, 0, 60, 90, 1]\nStep 2: [\"<|20-9|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|20-9|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|20-9|>\", \"<|local-1-2|>\", 13, 0, 60, 90, 0]\nStep 5: [\"<|5-23|>\", \"<|local-2-1|>\", 14, 0, 60, 90, 0]\nStep 6: [\"<|5-23|>\", \"<|local-2-1|>\", 4, 0, 60, 90, 0]\nStep 7: [\"<|5-23|>\", \"<|local-2-1|>\", 4, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|24-2|><|local-0-1|>", 2]}] | [{"<|azure|><|container|>": ["<|3-15|><|local-1-3|>", 20]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|24-2|><|local-0-1|> with height 2
Target Placement Location: <|azure|><|container|> at <|3-15|><|local-1-3|> with height 20
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: <|3-15|><|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 <|teal|><|cylinder|> into <|azure|><|container|>.
| [{"purple-star": [94, 60, 8]}, {"azure-container": [13, 63, 20]}, {"rose-triangular prism": [92, 82, 8]}, {"teal-cylinder": [96, 9, 2]}, {"violet-container": [12, 93, 13]}] | Pick up the cylinder and place it into the azure container | [
[
96,
9,
13,
0,
60,
90,
1
],
[
96,
9,
0,
0,
60,
90,
1
],
[
96,
9,
0,
0,
60,
90,
0
],
[
96,
9,
12,
0,
60,
90,
0
],
[
13,
63,
12,
0,
60,
90,
0
],
[
13,
63,
20,
0,
60,
90,
0
],
[
13,
63,
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: {\"<|purple|><|star|>\": 8, \"<|azure|><|container|>\": 20, \"<|rose|><|triangular prism|>\": 8, \"<|teal|><|cylinder|>\": 2, \"<|violet|><|container|>\": 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: 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|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|local-1-3|><|azure|><|container|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|local-0-1|><|violet|><|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|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|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-2-0|><|purple|><|star|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|local-0-2|><|rose|><|triangular prism|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|local-0-1|><|teal|><|cylinder|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|24-2|><|local-0-1|> with height 2\nTarget Placement Location: <|azure|><|container|> at <|3-15|><|local-1-3|> with height 20\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: <|3-15|><|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 <|teal|><|cylinder|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|24-2|>\", \"<|local-0-1|>\", 13, 0, 60, 90, 1]\nStep 2: [\"<|24-2|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|24-2|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|24-2|>\", \"<|local-0-1|>\", 12, 0, 60, 90, 0]\nStep 5: [\"<|3-15|>\", \"<|local-1-3|>\", 12, 0, 60, 90, 0]\nStep 6: [\"<|3-15|>\", \"<|local-1-3|>\", 20, 0, 60, 90, 0]\nStep 7: [\"<|3-15|>\", \"<|local-1-3|>\", 20, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|triangular prism|>": ["<|4-12|><|local-3-1|>", 8]}] | [{"<|silver|><|star|>": ["<|19-9|><|local-2-1|>", 26]}] | LOCATE OBJECTS:
Target Object: <|rose|><|triangular prism|> found at <|4-12|><|local-3-1|> with height 8
Target Placement Location: <|silver|><|star|> at <|19-9|><|local-2-1|> 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: <|19-9|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"yellow-triangular prism": [14, 50, 28]}, {"cyan-triangular prism": [31, 93, 6]}, {"olive-star": [53, 77, 25]}, {"red-moon": [12, 16, 21]}, {"silver-star": [78, 37, 26]}, {"rose-triangular prism": [19, 49, 8]}] | Stack the silver star and the rose triangular prism in sequence. | [
[
19,
49,
18,
0,
60,
90,
1
],
[
19,
49,
0,
0,
60,
90,
1
],
[
19,
49,
0,
0,
60,
90,
0
],
[
19,
49,
18,
0,
60,
90,
0
],
[
78,
37,
18,
0,
60,
90,
0
],
[
78,
37,
27,
0,
60,
90,
0
],
[
78,
37,
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: {\"<|yellow|><|triangular prism|>\": 28, \"<|cyan|><|triangular prism|>\": 6, \"<|olive|><|star|>\": 25, \"<|red|><|moon|>\": 21, \"<|silver|><|star|>\": 26, \"<|rose|><|triangular prism|>\": 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 silver star and the rose 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|><|local-0-0|><|red|><|moon|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|local-2-2|><|yellow|><|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|><|local-3-1|><|rose|><|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|><|local-3-1|><|cyan|><|triangular prism|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|local-1-1|><|olive|><|star|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|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-2-1|><|silver|><|star|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|triangular prism|> found at <|4-12|><|local-3-1|> with height 8\nTarget Placement Location: <|silver|><|star|> at <|19-9|><|local-2-1|> 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: <|19-9|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|4-12|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|4-12|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-12|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-12|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|19-9|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|19-9|>\", \"<|local-2-1|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|19-9|>\", \"<|local-2-1|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|cube|>": ["<|24-9|><|local-1-0|>", 16]}] | [{"<|magenta|><|container|>": ["<|14-5|><|local-0-1|>", 16]}] | LOCATE OBJECTS:
Target Object: <|green|><|cube|> found at <|24-9|><|local-1-0|> with height 16
Target Placement Location: <|magenta|><|container|> at <|14-5|><|local-0-1|> 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: <|14-5|><|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 <|green|><|cube|> into <|magenta|><|container|>.
| [{"magenta-container": [56, 21, 16]}, {"green-star": [35, 59, 21]}, {"green-cube": [97, 36, 16]}, {"olive-moon": [17, 83, 10]}, {"cyan-container": [36, 16, 27]}] | Pick up the green cube and place it into the magenta container | [
[
97,
36,
26,
0,
60,
90,
1
],
[
97,
36,
0,
0,
60,
90,
1
],
[
97,
36,
0,
0,
60,
90,
0
],
[
97,
36,
26,
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{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|magenta|><|container|>\": 16, \"<|green|><|star|>\": 21, \"<|green|><|cube|>\": 16, \"<|olive|><|moon|>\": 10, \"<|cyan|><|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 green cube and place it into the magenta container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|local-1-3|><|olive|><|moon|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|local-3-3|><|green|><|star|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|local-0-0|><|cyan|><|container|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|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-0-1|><|magenta|><|container|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|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-1-0|><|green|><|cube|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|24-9|><|local-1-0|> with height 16\nTarget Placement Location: <|magenta|><|container|> at <|14-5|><|local-0-1|> 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: <|14-5|><|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 <|green|><|cube|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|24-9|>\", \"<|local-1-0|>\", 26, 0, 60, 90, 1]\nStep 2: [\"<|24-9|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|24-9|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|24-9|>\", \"<|local-1-0|>\", 26, 0, 60, 90, 0]\nStep 5: [\"<|14-5|>\", \"<|local-0-1|>\", 26, 0, 60, 90, 0]\nStep 6: [\"<|14-5|>\", \"<|local-0-1|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|14-5|>\", \"<|local-0-1|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|star|>": ["<|12-10|><|local-0-3|>", 4]}] | [{"<|maroon|><|cylinder|>": ["<|6-16|><|local-0-1|>", 12]}] | LOCATE OBJECTS:
Target Object: <|blue|><|star|> found at <|12-10|><|local-0-3|> with height 4
Target Placement Location: [24, 65] with height 12. Map [24, 65] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|6-16|><|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: <|6-16|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|6-16|><|local-0-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"blue-star": [48, 43, 4]}, {"cyan-cube": [81, 18, 17]}, {"teal-star": [21, 38, 23]}, {"azure-star": [35, 95, 4]}, {"lime-cube": [57, 85, 11]}, {"maroon-cylinder": [24, 65, 12]}, {"purple-star": [67, 77, 17]}] | Move the blue star to [24, 65, 12] | [
[
48,
43,
15,
0,
60,
90,
1
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[
48,
43,
0,
0,
60,
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1
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[
48,
43,
0,
0,
60,
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[
48,
43,
14,
0,
60,
90,
0
],
[
24,
65,
15,
0,
60,
90,
0
],
[
24,
65,
12,
0,
60,
90,
0
],
[
24,
65,
12,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|star|>\": 4, \"<|cyan|><|cube|>\": 17, \"<|teal|><|star|>\": 23, \"<|azure|><|star|>\": 4, \"<|lime|><|cube|>\": 11, \"<|maroon|><|cylinder|>\": 12, \"<|purple|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height 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 blue star to [24, 65, 12]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|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-1-2|><|teal|><|star|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|local-0-1|><|maroon|><|cylinder|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|local-3-3|><|azure|><|star|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|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-0-3|><|blue|><|star|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|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-1-1|><|lime|><|cube|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|local-3-1|><|purple|><|star|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|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-1-2|><|cyan|><|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: <|blue|><|star|> found at <|12-10|><|local-0-3|> with height 4\nTarget Placement Location: [24, 65] with height 12. Map [24, 65] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|6-16|><|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: <|6-16|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|6-16|><|local-0-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|12-10|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|12-10|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-10|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-10|>\", \"<|local-0-3|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|6-16|>\", \"<|local-0-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|6-16|>\", \"<|local-0-1|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|6-16|>\", \"<|local-0-1|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cylinder|>": ["<|24-4|><|local-2-3|>", 10]}] | [{"<|gray|><|container|>": ["<|12-11|><|local-2-3|>", 1]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cylinder|> found at <|24-4|><|local-2-3|> with height 10
Target Placement Location: <|gray|><|container|> at <|12-11|><|local-2-3|> 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: <|12-11|><|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 <|cyan|><|cylinder|> into <|gray|><|container|>.
| [{"cyan-container": [27, 54, 9]}, {"gray-container": [50, 47, 1]}, {"cyan-cylinder": [98, 19, 10]}, {"azure-container": [41, 4, 13]}, {"purple-star": [11, 92, 20]}] | Pick up the cylinder and place it into the gray container | [
[
98,
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20,
0,
60,
90,
1
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98,
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[
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[
98,
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],
[
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[
50,
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1,
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60,
90,
0
],
[
50,
47,
1,
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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: {\"<|cyan|><|container|>\": 9, \"<|gray|><|container|>\": 1, \"<|cyan|><|cylinder|>\": 10, \"<|azure|><|container|>\": 13, \"<|purple|><|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 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|><|local-3-0|><|purple|><|star|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|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-3-2|><|cyan|><|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|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|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-1-0|><|azure|><|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|><|local-2-3|><|gray|><|container|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|local-2-3|><|cyan|><|cylinder|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|24-4|><|local-2-3|> with height 10\nTarget Placement Location: <|gray|><|container|> at <|12-11|><|local-2-3|> 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: <|12-11|><|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 <|cyan|><|cylinder|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|24-4|>\", \"<|local-2-3|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|24-4|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|24-4|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|24-4|>\", \"<|local-2-3|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|12-11|>\", \"<|local-2-3|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|12-11|>\", \"<|local-2-3|>\", 1, 0, 60, 90, 0]\nStep 7: [\"<|12-11|>\", \"<|local-2-3|>\", 1, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cube|>": ["<|9-6|><|local-2-1|>", 19]}] | [{"<|gray|><|moon|>": ["<|18-22|><|local-3-1|>", 9]}] | LOCATE OBJECTS:
Target Object: <|black|><|cube|> found at <|9-6|><|local-2-1|> with height 19
Target Placement Location: <|gray|><|moon|> at <|18-22|><|local-3-1|> 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: <|18-22|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"navy-cylinder": [36, 50, 17]}, {"black-cube": [38, 25, 19]}, {"gray-moon": [75, 89, 9]}, {"lime-cylinder": [24, 9, 3]}, {"blue-moon": [36, 2, 19]}] | Stack the black cube on top of the gray moon | [
[
38,
25,
29,
0,
60,
90,
1
],
[
38,
25,
0,
0,
60,
90,
1
],
[
38,
25,
0,
0,
60,
90,
0
],
[
38,
25,
29,
0,
60,
90,
0
],
[
75,
89,
29,
0,
60,
90,
0
],
[
75,
89,
10,
0,
60,
90,
0
],
[
75,
89,
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: {\"<|navy|><|cylinder|>\": 17, \"<|black|><|cube|>\": 19, \"<|gray|><|moon|>\": 9, \"<|lime|><|cylinder|>\": 3, \"<|blue|><|moon|>\": 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 black cube on top of the gray moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|local-0-1|><|lime|><|cylinder|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|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-0-2|><|blue|><|moon|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|local-2-1|><|black|><|cube|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|local-0-2|><|navy|><|cylinder|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|local-3-1|><|gray|><|moon|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|9-6|><|local-2-1|> with height 19\nTarget Placement Location: <|gray|><|moon|> at <|18-22|><|local-3-1|> 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: <|18-22|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|9-6|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|9-6|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-6|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-6|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|18-22|>\", \"<|local-3-1|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|18-22|>\", \"<|local-3-1|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|18-22|>\", \"<|local-3-1|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|triangular prism|>": ["<|17-13|><|local-1-0|>", 9]}] | [{"<|black|><|triangular prism|>": ["<|4-23|><|local-2-1|>", 28]}] | LOCATE OBJECTS:
Target Object: <|teal|><|triangular prism|> found at <|17-13|><|local-1-0|> with height 9
Target Placement Location: <|black|><|triangular prism|> at <|4-23|><|local-2-1|> 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: <|4-23|><|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.
| [{"teal-triangular prism": [69, 52, 9]}, {"violet-triangular prism": [2, 79, 30]}, {"olive-cylinder": [11, 3, 21]}, {"cyan-triangular prism": [6, 42, 17]}, {"black-triangular prism": [18, 93, 28]}] | Stack the teal triangular prism on top of the black triangular prism | [
[
69,
52,
19,
0,
60,
90,
1
],
[
69,
52,
0,
0,
60,
90,
1
],
[
69,
52,
0,
0,
60,
90,
0
],
[
69,
52,
19,
0,
60,
90,
0
],
[
18,
93,
19,
0,
60,
90,
0
],
[
18,
93,
29,
0,
60,
90,
0
],
[
18,
93,
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: {\"<|teal|><|triangular prism|>\": 9, \"<|violet|><|triangular prism|>\": 30, \"<|olive|><|cylinder|>\": 21, \"<|cyan|><|triangular prism|>\": 17, \"<|black|><|triangular prism|>\": 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: Stack the teal triangular prism on top of the black triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|local-2-3|><|violet|><|triangular prism|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|local-2-2|><|cyan|><|triangular prism|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|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-3-3|><|olive|><|cylinder|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|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-2-1|><|black|><|triangular prism|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|local-1-0|><|teal|><|triangular prism|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|triangular prism|> found at <|17-13|><|local-1-0|> with height 9\nTarget Placement Location: <|black|><|triangular prism|> at <|4-23|><|local-2-1|> 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: <|4-23|><|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: [\"<|17-13|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|17-13|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-13|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-13|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|4-23|>\", \"<|local-2-1|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|4-23|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|4-23|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|moon|>": ["<|0-23|><|local-3-1|>", 5]}] | [{"<|blue|><|container|>": ["<|4-4|><|local-2-0|>", 23]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|moon|> found at <|0-23|><|local-3-1|> with height 5
Target Placement Location: <|blue|><|container|> at <|4-4|><|local-2-0|> 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: <|4-4|><|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 <|yellow|><|moon|> into <|blue|><|container|>.
| [{"azure-moon": [38, 36, 7]}, {"purple-star": [28, 32, 1]}, {"teal-container": [57, 71, 13]}, {"yellow-moon": [3, 93, 5]}, {"azure-cube": [33, 26, 16]}, {"blue-container": [18, 16, 23]}, {"navy-container": [76, 90, 17]}] | Pick up the yellow moon and place it into the blue container | [
[
3,
93,
15,
0,
60,
90,
1
],
[
3,
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0,
60,
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],
[
3,
93,
0,
0,
60,
90,
0
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[
3,
93,
15,
0,
60,
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0
],
[
18,
16,
15,
0,
60,
90,
0
],
[
18,
16,
23,
0,
60,
90,
0
],
[
18,
16,
23,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|moon|>\": 7, \"<|purple|><|star|>\": 1, \"<|teal|><|container|>\": 13, \"<|yellow|><|moon|>\": 5, \"<|azure|><|cube|>\": 16, \"<|blue|><|container|>\": 23, \"<|navy|><|container|>\": 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 yellow moon 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|><|local-3-1|><|yellow|><|moon|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|local-2-0|><|blue|><|container|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|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-0-0|><|purple|><|star|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|local-1-2|><|azure|><|cube|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|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|><|azure|><|moon|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|local-1-3|><|teal|><|container|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|local-0-2|><|navy|><|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|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|0-23|><|local-3-1|> with height 5\nTarget Placement Location: <|blue|><|container|> at <|4-4|><|local-2-0|> 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: <|4-4|><|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 <|yellow|><|moon|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-23|>\", \"<|local-3-1|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|0-23|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-23|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-23|>\", \"<|local-3-1|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|4-4|>\", \"<|local-2-0|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|4-4|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|4-4|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|star|>": ["<|24-1|><|local-0-0|>", 17]}] | [{"<|silver|><|moon|>": ["<|4-17|><|local-1-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|navy|><|star|> found at <|24-1|><|local-0-0|> with height 17
Target Placement Location: <|silver|><|moon|> at <|4-17|><|local-1-3|> 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: <|4-17|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"rose-star": [90, 61, 15]}, {"navy-star": [96, 4, 17]}, {"silver-moon": [17, 71, 17]}, {"maroon-cylinder": [90, 93, 27]}, {"silver-star": [69, 64, 7]}] | Stack the navy star on top of the silver moon | [
[
96,
4,
27,
0,
60,
90,
1
],
[
96,
4,
0,
0,
60,
90,
1
],
[
96,
4,
0,
0,
60,
90,
0
],
[
96,
4,
27,
0,
60,
90,
0
],
[
17,
71,
27,
0,
60,
90,
0
],
[
17,
71,
18,
0,
60,
90,
0
],
[
17,
71,
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: {\"<|rose|><|star|>\": 15, \"<|navy|><|star|>\": 17, \"<|silver|><|moon|>\": 17, \"<|maroon|><|cylinder|>\": 27, \"<|silver|><|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 navy star on top of the silver moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|local-1-3|><|silver|><|moon|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|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-1-0|><|silver|><|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|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|local-2-1|><|rose|><|star|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|local-2-1|><|maroon|><|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|><|local-0-0|><|navy|><|star|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|24-1|><|local-0-0|> with height 17\nTarget Placement Location: <|silver|><|moon|> at <|4-17|><|local-1-3|> 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: <|4-17|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|24-1|>\", \"<|local-0-0|>\", 27, 0, 60, 90, 1]\nStep 2: [\"<|24-1|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|24-1|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|24-1|>\", \"<|local-0-0|>\", 27, 0, 60, 90, 0]\nStep 5: [\"<|4-17|>\", \"<|local-1-3|>\", 27, 0, 60, 90, 0]\nStep 6: [\"<|4-17|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 0]\nStep 7: [\"<|4-17|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|star|>": ["<|15-1|><|local-1-1|>", 5]}] | [{"<|magenta|><|container|>": ["<|5-11|><|local-3-1|>", 21]}] | LOCATE OBJECTS:
Target Object: <|lime|><|star|> found at <|15-1|><|local-1-1|> with height 5
Target Placement Location: <|magenta|><|container|> at <|5-11|><|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: <|5-11|><|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 <|lime|><|star|> into <|magenta|><|container|>.
| [{"cyan-container": [3, 46, 24]}, {"maroon-cylinder": [18, 80, 13]}, {"navy-cube": [64, 22, 5]}, {"magenta-container": [23, 45, 21]}, {"lime-star": [61, 5, 5]}, {"gray-triangular prism": [94, 9, 21]}] | Pick up the star and place it into the magenta container | [
[
61,
5,
15,
0,
60,
90,
1
],
[
61,
5,
0,
0,
60,
90,
1
],
[
61,
5,
0,
0,
60,
90,
0
],
[
61,
5,
15,
0,
60,
90,
0
],
[
23,
45,
15,
0,
60,
90,
0
],
[
23,
45,
21,
0,
60,
90,
0
],
[
23,
45,
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: {\"<|cyan|><|container|>\": 24, \"<|maroon|><|cylinder|>\": 13, \"<|navy|><|cube|>\": 5, \"<|magenta|><|container|>\": 21, \"<|lime|><|star|>\": 5, \"<|gray|><|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: Pick up the 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|><|local-3-2|><|cyan|><|container|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|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|><|maroon|><|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|><|local-3-1|><|magenta|><|container|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|local-1-1|><|lime|><|star|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|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|><|navy|><|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|><|local-2-1|><|gray|><|triangular prism|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|15-1|><|local-1-1|> with height 5\nTarget Placement Location: <|magenta|><|container|> at <|5-11|><|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: <|5-11|><|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 <|lime|><|star|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|15-1|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|15-1|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|15-1|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|15-1|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|5-11|>\", \"<|local-3-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|5-11|>\", \"<|local-3-1|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|5-11|>\", \"<|local-3-1|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cube|>": ["<|0-12|><|local-1-0|>", 24]}] | [{"<|green|><|moon|>": ["<|7-23|><|local-2-2|>", 16]}] | LOCATE OBJECTS:
Target Object: <|black|><|cube|> found at <|0-12|><|local-1-0|> with height 24
Target Placement Location: <|green|><|moon|> at <|7-23|><|local-2-2|> 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: <|7-23|><|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.
| [{"black-cube": [1, 48, 24]}, {"blue-cube": [79, 0, 14]}, {"green-moon": [30, 94, 16]}, {"rose-triangular prism": [90, 19, 12]}, {"silver-cylinder": [92, 81, 25]}] | Stack the green moon and the black cube in sequence. | [
[
1,
48,
34,
0,
60,
90,
1
],
[
1,
48,
0,
0,
60,
90,
1
],
[
1,
48,
0,
0,
60,
90,
0
],
[
1,
48,
34,
0,
60,
90,
0
],
[
30,
94,
34,
0,
60,
90,
0
],
[
30,
94,
17,
0,
60,
90,
0
],
[
30,
94,
17,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|black|><|cube|>\": 24, \"<|blue|><|cube|>\": 14, \"<|green|><|moon|>\": 16, \"<|rose|><|triangular prism|>\": 12, \"<|silver|><|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: Stack the green moon and the black 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|><|local-1-0|><|black|><|cube|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|local-2-2|><|green|><|moon|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|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-3-0|><|blue|><|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|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|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-2-3|><|rose|><|triangular prism|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|local-0-1|><|silver|><|cylinder|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|0-12|><|local-1-0|> with height 24\nTarget Placement Location: <|green|><|moon|> at <|7-23|><|local-2-2|> 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: <|7-23|><|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: [\"<|0-12|>\", \"<|local-1-0|>\", 34, 0, 60, 90, 1]\nStep 2: [\"<|0-12|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-12|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-12|>\", \"<|local-1-0|>\", 34, 0, 60, 90, 0]\nStep 5: [\"<|7-23|>\", \"<|local-2-2|>\", 34, 0, 60, 90, 0]\nStep 6: [\"<|7-23|>\", \"<|local-2-2|>\", 17, 0, 60, 90, 0]\nStep 7: [\"<|7-23|>\", \"<|local-2-2|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|star|>": ["<|10-8|><|local-0-0|>", 4]}] | [{"<|red|><|cylinder|>": ["<|23-24|><|local-2-0|>", 23]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|star|> found at <|10-8|><|local-0-0|> with height 4
Target Placement Location: <|red|><|cylinder|> at <|23-24|><|local-2-0|> 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: <|23-24|><|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.
| [{"magenta-star": [40, 32, 4]}, {"red-moon": [12, 5, 7]}, {"red-cylinder": [94, 96, 23]}, {"maroon-cube": [32, 73, 24]}, {"rose-cube": [36, 24, 3]}, {"violet-moon": [83, 6, 8]}, {"gray-cube": [76, 47, 2]}] | Stack the magenta star on top of the red cylinder | [
[
40,
32,
14,
0,
60,
90,
1
],
[
40,
32,
0,
0,
60,
90,
1
],
[
40,
32,
0,
0,
60,
90,
0
],
[
40,
32,
15,
0,
60,
90,
0
],
[
94,
96,
14,
0,
60,
90,
0
],
[
94,
96,
24,
0,
60,
90,
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: {\"<|magenta|><|star|>\": 4, \"<|red|><|moon|>\": 7, \"<|red|><|cylinder|>\": 23, \"<|maroon|><|cube|>\": 24, \"<|rose|><|cube|>\": 3, \"<|violet|><|moon|>\": 8, \"<|gray|><|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 magenta star 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|><|local-0-1|><|red|><|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|><|local-0-1|><|maroon|><|cube|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|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-0-0|><|rose|><|cube|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|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-0-0|><|magenta|><|star|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|local-0-3|><|gray|><|cube|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|local-3-2|><|violet|><|moon|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|local-2-0|><|red|><|cylinder|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|10-8|><|local-0-0|> with height 4\nTarget Placement Location: <|red|><|cylinder|> at <|23-24|><|local-2-0|> 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: <|23-24|><|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: [\"<|10-8|>\", \"<|local-0-0|>\", 14, 0, 60, 90, 1]\nStep 2: [\"<|10-8|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-8|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-8|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|23-24|>\", \"<|local-2-0|>\", 14, 0, 60, 90, 0]\nStep 6: [\"<|23-24|>\", \"<|local-2-0|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|23-24|>\", \"<|local-2-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cylinder|>": ["<|6-22|><|local-2-1|>", 19]}] | [{"<|green|><|triangular prism|>": ["<|5-9|><|local-2-0|>", 22]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cylinder|> found at <|6-22|><|local-2-1|> with height 19
Target Placement Location: <|green|><|triangular prism|> at <|5-9|><|local-2-0|> 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: <|5-9|><|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.
| [{"navy-cylinder": [26, 89, 19]}, {"green-triangular prism": [22, 36, 22]}, {"purple-moon": [65, 78, 5]}, {"gray-cube": [38, 14, 26]}, {"navy-star": [31, 7, 29]}] | Stack the triangular prism and the cylinder in sequence. | [
[
26,
89,
29,
0,
60,
90,
1
],
[
26,
89,
0,
0,
60,
90,
1
],
[
26,
89,
0,
0,
60,
90,
0
],
[
26,
89,
29,
0,
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[
22,
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{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|cylinder|>\": 19, \"<|green|><|triangular prism|>\": 22, \"<|purple|><|moon|>\": 5, \"<|gray|><|cube|>\": 26, \"<|navy|><|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 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|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|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-2-0|><|green|><|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|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|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-2-1|><|navy|><|cylinder|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|local-3-3|><|navy|><|star|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|local-2-2|><|gray|><|cube|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|local-1-2|><|purple|><|moon|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|6-22|><|local-2-1|> with height 19\nTarget Placement Location: <|green|><|triangular prism|> at <|5-9|><|local-2-0|> 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: <|5-9|><|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: [\"<|6-22|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|6-22|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|6-22|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|6-22|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|5-9|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|5-9|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|5-9|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|moon|>": ["<|15-7|><|local-1-2|>", 30]}] | [{"<|navy|><|cylinder|>": ["<|15-15|><|local-1-3|>", 4]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|moon|> found at <|15-7|><|local-1-2|> with height 30
Target Placement Location: <|navy|><|cylinder|> at <|15-15|><|local-1-3|> with height 4
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: <|15-15|><|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.
| [{"azure-triangular prism": [97, 43, 25]}, {"magenta-moon": [61, 30, 30]}, {"navy-cylinder": [61, 63, 4]}, {"blue-cylinder": [49, 96, 15]}, {"gray-star": [49, 6, 16]}] | Stack the magenta moon on top of the navy cylinder | [
[
61,
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90,
1
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[
61,
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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|>\": 25, \"<|magenta|><|moon|>\": 30, \"<|navy|><|cylinder|>\": 4, \"<|blue|><|cylinder|>\": 15, \"<|gray|><|star|>\": 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: Stack the magenta moon on top of the navy cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|local-1-2|><|gray|><|star|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|local-1-0|><|blue|><|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|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\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-1-2|><|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|><|local-1-3|><|navy|><|cylinder|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|local-1-3|><|azure|><|triangular prism|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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-1-2|> with height 30\nTarget Placement Location: <|navy|><|cylinder|> at <|15-15|><|local-1-3|> with height 4\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: <|15-15|><|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: [\"<|15-7|>\", \"<|local-1-2|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|15-7|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|15-7|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|15-7|>\", \"<|local-1-2|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|15-15|>\", \"<|local-1-3|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|15-15|>\", \"<|local-1-3|>\", 5, 0, 60, 90, 0]\nStep 7: [\"<|15-15|>\", \"<|local-1-3|>\", 5, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|star|>": ["<|13-12|><|local-1-1|>", 8]}] | [{"<|gray|><|cylinder|>": ["<|2-9|><|local-1-3|>", 28]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|star|> found at <|13-12|><|local-1-1|> with height 8
Target Placement Location: <|gray|><|cylinder|> at <|2-9|><|local-1-3|> 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: <|2-9|><|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.
| [{"silver-cylinder": [41, 58, 6]}, {"cyan-cube": [56, 64, 7]}, {"gray-cylinder": [9, 39, 28]}, {"cyan-star": [53, 49, 8]}, {"teal-moon": [27, 80, 11]}, {"azure-cube": [71, 49, 23]}] | Stack the cyan star on top of the gray cylinder | [
[
53,
49,
18,
0,
60,
90,
1
],
[
53,
49,
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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|><|cylinder|>\": 6, \"<|cyan|><|cube|>\": 7, \"<|gray|><|cylinder|>\": 28, \"<|cyan|><|star|>\": 8, \"<|teal|><|moon|>\": 11, \"<|azure|><|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 cyan star on top of the gray cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|local-1-3|><|gray|><|cylinder|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|local-3-0|><|teal|><|moon|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|local-1-2|><|silver|><|cylinder|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|local-1-1|><|cyan|><|star|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|local-0-0|><|cyan|><|cube|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|local-3-1|><|azure|><|cube|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|star|> found at <|13-12|><|local-1-1|> with height 8\nTarget Placement Location: <|gray|><|cylinder|> at <|2-9|><|local-1-3|> 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: <|2-9|><|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: [\"<|13-12|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|13-12|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-12|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-12|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|2-9|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|2-9|>\", \"<|local-1-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|2-9|>\", \"<|local-1-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|triangular prism|>": ["<|23-1|><|local-2-2|>", 12]}] | [{"<|gray|><|triangular prism|>": ["<|14-2|><|local-3-1|>", 22]}] | LOCATE OBJECTS:
Target Object: <|red|><|triangular prism|> found at <|23-1|><|local-2-2|> with height 12
Target Placement Location: <|gray|><|triangular prism|> at <|14-2|><|local-3-1|> 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: <|14-2|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"azure-triangular prism": [91, 76, 13]}, {"teal-cube": [0, 74, 28]}, {"gray-triangular prism": [59, 9, 22]}, {"yellow-cube": [63, 90, 24]}, {"red-triangular prism": [94, 6, 12]}] | Stack the gray triangular prism and the red triangular prism 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: {\"<|azure|><|triangular prism|>\": 13, \"<|teal|><|cube|>\": 28, \"<|gray|><|triangular prism|>\": 22, \"<|yellow|><|cube|>\": 24, \"<|red|><|triangular prism|>\": 12}\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 triangular prism and the red 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|><|local-0-2|><|teal|><|cube|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|local-3-1|><|gray|><|triangular prism|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|local-3-2|><|yellow|><|cube|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|local-3-0|><|azure|><|triangular prism|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|local-2-2|><|red|><|triangular prism|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|23-1|><|local-2-2|> with height 12\nTarget Placement Location: <|gray|><|triangular prism|> at <|14-2|><|local-3-1|> 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: <|14-2|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|23-1|>\", \"<|local-2-2|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|23-1|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-1|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-1|>\", \"<|local-2-2|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|14-2|>\", \"<|local-3-1|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|14-2|>\", \"<|local-3-1|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|14-2|>\", \"<|local-3-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|cylinder|>": ["<|0-7|><|local-2-3|>", 5]}] | [{"<|magenta|><|cube|>": ["<|16-5|><|local-1-0|>", 29]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|cylinder|> found at <|0-7|><|local-2-3|> with height 5
Target Placement Location: [65, 20] with height 29. Map [65, 20] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|16-5|><|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: <|16-5|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|16-5|><|local-1-0|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"navy-moon": [42, 17, 20]}, {"red-moon": [41, 55, 27]}, {"cyan-moon": [70, 25, 1]}, {"magenta-cube": [65, 20, 29]}, {"navy-triangular prism": [69, 8, 19]}, {"white-star": [69, 67, 5]}, {"maroon-cylinder": [2, 31, 5]}] | Move the maroon cylinder to [65, 20, 29] | [
[
2,
31,
15,
0,
60,
90,
1
],
[
2,
31,
0,
0,
60,
90,
1
],
[
2,
31,
0,
0,
60,
90,
0
],
[
2,
31,
15,
0,
60,
90,
0
],
[
65,
20,
15,
0,
60,
90,
0
],
[
65,
20,
29,
0,
60,
90,
0
],
[
65,
20,
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: {\"<|navy|><|moon|>\": 20, \"<|red|><|moon|>\": 27, \"<|cyan|><|moon|>\": 1, \"<|magenta|><|cube|>\": 29, \"<|navy|><|triangular prism|>\": 19, \"<|white|><|star|>\": 5, \"<|maroon|><|cylinder|>\": 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: Move the maroon cylinder to [65, 20, 29]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|local-2-3|><|maroon|><|cylinder|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|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-2-1|><|navy|><|moon|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|local-1-3|><|red|><|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|><|local-1-0|><|magenta|><|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|><|local-1-0|><|navy|><|triangular prism|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|local-2-1|><|cyan|><|moon|><|17-7|><|empty|><|17-8|><|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|><|white|><|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|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|cylinder|> found at <|0-7|><|local-2-3|> with height 5\nTarget Placement Location: [65, 20] with height 29. Map [65, 20] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|16-5|><|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: <|16-5|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|16-5|><|local-1-0|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|0-7|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|0-7|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-7|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-7|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|16-5|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|16-5|>\", \"<|local-1-0|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|16-5|>\", \"<|local-1-0|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|star|>": ["<|23-15|><|local-3-1|>", 27]}] | [{"<|magenta|><|cube|>": ["<|8-10|><|local-2-1|>", 23]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|star|> found at <|23-15|><|local-3-1|> with height 27
Target Placement Location: [34, 41] with height 23. Map [34, 41] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|8-10|><|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: <|8-10|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|8-10|><|local-2-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"magenta-cube": [34, 41, 23]}, {"magenta-star": [14, 12, 29]}, {"yellow-moon": [37, 76, 24]}, {"yellow-star": [95, 61, 27]}, {"lime-cube": [23, 33, 5]}, {"azure-star": [38, 45, 10]}] | Move the yellow star to [34, 41, 23] | [
[
95,
61,
37,
0,
60,
90,
1
],
[
95,
61,
0,
0,
60,
90,
1
],
[
95,
61,
0,
0,
60,
90,
0
],
[
95,
61,
37,
0,
60,
90,
0
],
[
34,
41,
37,
0,
60,
90,
0
],
[
34,
41,
23,
0,
60,
90,
0
],
[
34,
41,
23,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|magenta|><|cube|>\": 23, \"<|magenta|><|star|>\": 29, \"<|yellow|><|moon|>\": 24, \"<|yellow|><|star|>\": 27, \"<|lime|><|cube|>\": 5, \"<|azure|><|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: Move the yellow star to [34, 41, 23]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|local-2-0|><|magenta|><|star|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|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-3-1|><|lime|><|cube|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|local-2-1|><|magenta|><|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|><|local-2-1|><|azure|><|star|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|local-1-0|><|yellow|><|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|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|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-3-1|><|yellow|><|star|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|23-15|><|local-3-1|> with height 27\nTarget Placement Location: [34, 41] with height 23. Map [34, 41] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|8-10|><|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: <|8-10|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|8-10|><|local-2-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|23-15|>\", \"<|local-3-1|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|23-15|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-15|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-15|>\", \"<|local-3-1|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|8-10|>\", \"<|local-2-1|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|8-10|>\", \"<|local-2-1|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|8-10|>\", \"<|local-2-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|silver|><|triangular prism|>": ["<|0-6|><|local-0-2|>", 5]}] | [{"<|green|><|container|>": ["<|2-18|><|local-1-3|>", 15]}] | LOCATE OBJECTS:
Target Object: <|silver|><|triangular prism|> found at <|0-6|><|local-0-2|> with height 5
Target Placement Location: <|green|><|container|> at <|2-18|><|local-1-3|> 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: <|2-18|><|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 <|silver|><|triangular prism|> into <|green|><|container|>.
| [{"azure-triangular prism": [92, 43, 23]}, {"green-container": [9, 75, 15]}, {"black-cylinder": [54, 47, 13]}, {"silver-triangular prism": [0, 26, 5]}, {"purple-container": [47, 56, 22]}] | Pick up the silver triangular prism and place it into the green 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|><|triangular prism|>\": 23, \"<|green|><|container|>\": 15, \"<|black|><|cylinder|>\": 13, \"<|silver|><|triangular prism|>\": 5, \"<|purple|><|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 silver 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|><|local-0-2|><|silver|><|triangular prism|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|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-1-3|><|green|><|container|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|local-3-0|><|purple|><|container|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|local-2-3|><|black|><|cylinder|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|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-0-3|><|azure|><|triangular prism|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|silver|><|triangular prism|> found at <|0-6|><|local-0-2|> with height 5\nTarget Placement Location: <|green|><|container|> at <|2-18|><|local-1-3|> 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: <|2-18|><|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 <|silver|><|triangular prism|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-6|>\", \"<|local-0-2|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|0-6|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-6|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-6|>\", \"<|local-0-2|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|2-18|>\", \"<|local-1-3|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|2-18|>\", \"<|local-1-3|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|2-18|>\", \"<|local-1-3|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|triangular prism|>": ["<|19-8|><|local-0-1|>", 21]}] | [{"<|rose|><|moon|>": ["<|0-0|><|local-3-1|>", 5]}] | LOCATE OBJECTS:
Target Object: <|green|><|triangular prism|> found at <|19-8|><|local-0-1|> with height 21
Target Placement Location: <|rose|><|moon|> at <|0-0|><|local-3-1|> 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: <|0-0|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"green-triangular prism": [76, 33, 21]}, {"rose-cylinder": [9, 52, 7]}, {"azure-moon": [16, 15, 29]}, {"azure-star": [59, 71, 30]}, {"rose-moon": [3, 1, 5]}] | Stack the green triangular prism on top of the rose moon | [
[
76,
33,
31,
0,
60,
90,
1
],
[
76,
33,
0,
0,
60,
90,
1
],
[
76,
33,
0,
0,
60,
90,
0
],
[
76,
33,
31,
0,
60,
90,
0
],
[
3,
1,
31,
0,
60,
90,
0
],
[
3,
1,
6,
0,
60,
90,
0
],
[
3,
1,
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: {\"<|green|><|triangular prism|>\": 21, \"<|rose|><|cylinder|>\": 7, \"<|azure|><|moon|>\": 29, \"<|azure|><|star|>\": 30, \"<|rose|><|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: Stack the green triangular prism on top of the rose moon\n<desk>\n<|0-0|><|local-3-1|><|rose|><|moon|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|local-1-0|><|rose|><|cylinder|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|local-0-3|><|azure|><|moon|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|local-3-3|><|azure|><|star|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|local-0-1|><|green|><|triangular prism|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|19-8|><|local-0-1|> with height 21\nTarget Placement Location: <|rose|><|moon|> at <|0-0|><|local-3-1|> 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: <|0-0|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|19-8|>\", \"<|local-0-1|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|19-8|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-8|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-8|>\", \"<|local-0-1|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|0-0|>\", \"<|local-3-1|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|0-0|>\", \"<|local-3-1|>\", 6, 0, 60, 90, 0]\nStep 7: [\"<|0-0|>\", \"<|local-3-1|>\", 6, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|star|>": ["<|22-8|><|local-3-0|>", 8]}] | [{"<|red|><|cube|>": ["<|2-5|><|local-2-2|>", 1]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|star|> found at <|22-8|><|local-3-0|> with height 8
Target Placement Location: <|red|><|cube|> at <|2-5|><|local-2-2|> 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: <|2-5|><|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.
| [{"red-cube": [10, 22, 1]}, {"violet-star": [49, 19, 1]}, {"yellow-triangular prism": [49, 0, 10]}, {"yellow-star": [91, 32, 8]}, {"maroon-triangular prism": [87, 64, 2]}, {"white-cylinder": [66, 2, 30]}] | Stack the yellow star on top of the red cube | [
[
91,
32,
18,
0,
60,
90,
1
],
[
91,
32,
0,
0,
60,
90,
1
],
[
91,
32,
0,
0,
60,
90,
0
],
[
91,
32,
18,
0,
60,
90,
0
],
[
10,
22,
18,
0,
60,
90,
0
],
[
10,
22,
2,
0,
60,
90,
0
],
[
10,
22,
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: {\"<|red|><|cube|>\": 1, \"<|violet|><|star|>\": 1, \"<|yellow|><|triangular prism|>\": 10, \"<|yellow|><|star|>\": 8, \"<|maroon|><|triangular prism|>\": 2, \"<|white|><|cylinder|>\": 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: Stack the yellow star on top of the red cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|local-2-2|><|red|><|cube|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|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-1-0|><|yellow|><|triangular prism|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|local-1-3|><|violet|><|star|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|local-2-2|><|white|><|cylinder|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|local-3-0|><|maroon|><|triangular prism|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|local-3-0|><|yellow|><|star|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|22-8|><|local-3-0|> with height 8\nTarget Placement Location: <|red|><|cube|> at <|2-5|><|local-2-2|> 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: <|2-5|><|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: [\"<|22-8|>\", \"<|local-3-0|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|22-8|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|22-8|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|22-8|>\", \"<|local-3-0|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|2-5|>\", \"<|local-2-2|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|2-5|>\", \"<|local-2-2|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|2-5|>\", \"<|local-2-2|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|cylinder|>": ["<|23-18|><|local-0-2|>", 27]}] | [{"<|red|><|triangular prism|>": ["<|20-10|><|local-1-0|>", 21]}] | LOCATE OBJECTS:
Target Object: <|green|><|cylinder|> found at <|23-18|><|local-0-2|> with height 27
Target Placement Location: [81, 40] with height 21. Map [81, 40] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|20-10|><|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: <|20-10|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|20-10|><|local-1-0|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"red-triangular prism": [81, 40, 21]}, {"cyan-star": [25, 39, 3]}, {"azure-cube": [83, 54, 15]}, {"cyan-triangular prism": [60, 75, 19]}, {"magenta-cylinder": [48, 80, 17]}, {"green-cylinder": [92, 74, 27]}] | Move the green cylinder to [81, 40, 21] | [
[
92,
74,
37,
0,
60,
90,
1
],
[
92,
74,
0,
0,
60,
90,
1
],
[
92,
74,
0,
0,
60,
90,
0
],
[
92,
74,
37,
0,
60,
90,
0
],
[
81,
40,
37,
0,
60,
90,
0
],
[
81,
40,
21,
0,
60,
90,
0
],
[
81,
40,
21,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 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|>\": 21, \"<|cyan|><|star|>\": 3, \"<|azure|><|cube|>\": 15, \"<|cyan|><|triangular prism|>\": 19, \"<|magenta|><|cylinder|>\": 17, \"<|green|><|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: Move the green cylinder to [81, 40, 21]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|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-1-3|><|cyan|><|star|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|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-0-0|><|magenta|><|cylinder|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|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|><|cyan|><|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|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|local-1-0|><|red|><|triangular prism|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|local-3-2|><|azure|><|cube|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|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-0-2|><|green|><|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: <|green|><|cylinder|> found at <|23-18|><|local-0-2|> with height 27\nTarget Placement Location: [81, 40] with height 21. Map [81, 40] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|20-10|><|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: <|20-10|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|20-10|><|local-1-0|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|23-18|>\", \"<|local-0-2|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|23-18|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-18|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-18|>\", \"<|local-0-2|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|20-10|>\", \"<|local-1-0|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|20-10|>\", \"<|local-1-0|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|20-10|>\", \"<|local-1-0|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|triangular prism|>": ["<|18-12|><|local-2-3|>", 13]}] | [{"<|magenta|><|moon|>": ["<|5-6|><|local-2-0|>", 26]}] | LOCATE OBJECTS:
Target Object: <|purple|><|triangular prism|> found at <|18-12|><|local-2-3|> with height 13
Target Placement Location: <|magenta|><|moon|> at <|5-6|><|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: <|5-6|><|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.
| [{"rose-cube": [16, 19, 14]}, {"maroon-cylinder": [58, 90, 2]}, {"violet-star": [77, 21, 12]}, {"purple-triangular prism": [74, 51, 13]}, {"rose-container": [82, 19, 19]}, {"magenta-moon": [22, 24, 26]}] | Stack the triangular prism on top of the moon | [
[
74,
51,
23,
0,
60,
90,
1
],
[
74,
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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: {\"<|rose|><|cube|>\": 14, \"<|maroon|><|cylinder|>\": 2, \"<|violet|><|star|>\": 12, \"<|purple|><|triangular prism|>\": 13, \"<|rose|><|container|>\": 19, \"<|magenta|><|moon|>\": 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 triangular prism on top of the 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|><|local-0-3|><|rose|><|cube|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|local-2-0|><|magenta|><|moon|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|local-2-2|><|maroon|><|cylinder|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|local-2-3|><|purple|><|triangular prism|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|local-1-1|><|violet|><|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|><|local-2-3|><|rose|><|container|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|18-12|><|local-2-3|> with height 13\nTarget Placement Location: <|magenta|><|moon|> at <|5-6|><|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: <|5-6|><|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: [\"<|18-12|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 1]\nStep 2: [\"<|18-12|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|18-12|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|18-12|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 0]\nStep 5: [\"<|5-6|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 0]\nStep 6: [\"<|5-6|>\", \"<|local-2-0|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|5-6|>\", \"<|local-2-0|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|triangular prism|>": ["<|5-6|><|local-2-2|>", 17]}] | [{"<|green|><|cube|>": ["<|16-10|><|local-2-0|>", 29]}] | LOCATE OBJECTS:
Target Object: <|azure|><|triangular prism|> found at <|5-6|><|local-2-2|> with height 17
Target Placement Location: <|green|><|cube|> at <|16-10|><|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: <|16-10|><|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.
| [{"olive-triangular prism": [35, 24, 20]}, {"silver-star": [59, 86, 6]}, {"green-cube": [66, 40, 29]}, {"purple-cylinder": [63, 85, 21]}, {"azure-triangular prism": [22, 26, 17]}, {"olive-moon": [86, 42, 25]}] | Stack the green cube and the azure triangular prism in sequence. | [
[
22,
26,
27,
0,
60,
90,
1
],
[
22,
26,
0,
0,
60,
90,
1
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[
22,
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0,
0,
60,
90,
0
],
[
22,
26,
27,
0,
60,
90,
0
],
[
66,
40,
27,
0,
60,
90,
0
],
[
66,
40,
30,
0,
60,
90,
0
],
[
66,
40,
30,
0,
60,
90,
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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|><|triangular prism|>\": 20, \"<|silver|><|star|>\": 6, \"<|green|><|cube|>\": 29, \"<|purple|><|cylinder|>\": 21, \"<|azure|><|triangular prism|>\": 17, \"<|olive|><|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: Stack the green cube and the azure 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|><|local-2-2|><|azure|><|triangular prism|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|local-3-0|><|olive|><|triangular prism|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|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-3-2|><|silver|><|star|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|local-3-1|><|purple|><|cylinder|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|local-2-0|><|green|><|cube|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|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|><|olive|><|moon|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|azure|><|triangular prism|> found at <|5-6|><|local-2-2|> with height 17\nTarget Placement Location: <|green|><|cube|> at <|16-10|><|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: <|16-10|><|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: [\"<|5-6|>\", \"<|local-2-2|>\", 27, 0, 60, 90, 1]\nStep 2: [\"<|5-6|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-6|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-6|>\", \"<|local-2-2|>\", 27, 0, 60, 90, 0]\nStep 5: [\"<|16-10|>\", \"<|local-2-0|>\", 27, 0, 60, 90, 0]\nStep 6: [\"<|16-10|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 7: [\"<|16-10|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|triangular prism|>": ["<|7-13|><|local-2-2|>", 1]}] | [{"<|gray|><|container|>": ["<|23-1|><|local-0-1|>", 15]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|triangular prism|> found at <|7-13|><|local-2-2|> with height 1
Target Placement Location: <|gray|><|container|> at <|23-1|><|local-0-1|> 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: <|23-1|><|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|><|triangular prism|> into <|gray|><|container|>.
| [{"white-moon": [44, 78, 6]}, {"white-container": [79, 93, 6]}, {"maroon-cube": [51, 95, 18]}, {"azure-container": [23, 27, 25]}, {"azure-star": [77, 0, 29]}, {"gray-container": [92, 5, 15]}, {"yellow-triangular prism": [30, 54, 1]}] | Pick up the yellow triangular prism and place it into the gray container | [
[
30,
54,
11,
0,
60,
90,
1
],
[
30,
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60,
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0
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30,
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60,
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],
[
92,
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15,
0,
60,
90,
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],
[
92,
5,
15,
0,
60,
90,
0
],
[
92,
5,
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: {\"<|white|><|moon|>\": 6, \"<|white|><|container|>\": 6, \"<|maroon|><|cube|>\": 18, \"<|azure|><|container|>\": 25, \"<|azure|><|star|>\": 29, \"<|gray|><|container|>\": 15, \"<|yellow|><|triangular prism|>\": 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 yellow 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|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|local-3-3|><|azure|><|container|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|local-2-2|><|yellow|><|triangular prism|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|local-0-2|><|white|><|moon|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|local-3-3|><|maroon|><|cube|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|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-1-0|><|azure|><|star|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|local-3-1|><|white|><|container|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|local-0-1|><|gray|><|container|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|triangular prism|> found at <|7-13|><|local-2-2|> with height 1\nTarget Placement Location: <|gray|><|container|> at <|23-1|><|local-0-1|> 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: <|23-1|><|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|><|triangular prism|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|7-13|>\", \"<|local-2-2|>\", 11, 0, 60, 90, 1]\nStep 2: [\"<|7-13|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|7-13|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|7-13|>\", \"<|local-2-2|>\", 13, 0, 60, 90, 0]\nStep 5: [\"<|23-1|>\", \"<|local-0-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|23-1|>\", \"<|local-0-1|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|23-1|>\", \"<|local-0-1|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|cube|>": ["<|5-24|><|local-0-1|>", 19]}] | [{"<|green|><|container|>": ["<|9-7|><|local-1-3|>", 2]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|cube|> found at <|5-24|><|local-0-1|> with height 19
Target Placement Location: <|green|><|container|> at <|9-7|><|local-1-3|> 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: <|9-7|><|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 <|magenta|><|cube|> into <|green|><|container|>.
| [{"rose-container": [56, 37, 14]}, {"green-container": [37, 31, 2]}, {"blue-container": [11, 15, 16]}, {"blue-star": [10, 29, 28]}, {"magenta-cube": [20, 97, 19]}, {"white-cylinder": [71, 43, 6]}] | Pick up the cube and place it into the green container | [
[
20,
97,
29,
0,
60,
90,
1
],
[
20,
97,
0,
0,
60,
90,
1
],
[
20,
97,
0,
0,
60,
90,
0
],
[
20,
97,
29,
0,
60,
90,
0
],
[
37,
31,
29,
0,
60,
90,
0
],
[
37,
31,
2,
0,
60,
90,
0
],
[
37,
31,
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: {\"<|rose|><|container|>\": 14, \"<|green|><|container|>\": 2, \"<|blue|><|container|>\": 16, \"<|blue|><|star|>\": 28, \"<|magenta|><|cube|>\": 19, \"<|white|><|cylinder|>\": 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 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|><|local-3-3|><|blue|><|container|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|local-2-1|><|blue|><|star|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|local-0-1|><|magenta|><|cube|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\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-1-3|><|green|><|container|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|local-0-1|><|rose|><|container|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|local-3-3|><|white|><|cylinder|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|cube|> found at <|5-24|><|local-0-1|> with height 19\nTarget Placement Location: <|green|><|container|> at <|9-7|><|local-1-3|> 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: <|9-7|><|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 <|magenta|><|cube|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|5-24|>\", \"<|local-0-1|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|5-24|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-24|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-24|>\", \"<|local-0-1|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|9-7|>\", \"<|local-1-3|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|9-7|>\", \"<|local-1-3|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|9-7|>\", \"<|local-1-3|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|triangular prism|>": ["<|4-1|><|local-2-1|>", 30]}] | [{"<|black|><|cube|>": ["<|16-19|><|local-3-0|>", 11]}] | LOCATE OBJECTS:
Target Object: <|black|><|triangular prism|> found at <|4-1|><|local-2-1|> with height 30
Target Placement Location: <|black|><|cube|> at <|16-19|><|local-3-0|> 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: <|16-19|><|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.
| [{"black-triangular prism": [18, 5, 30]}, {"white-star": [1, 89, 18]}, {"black-cylinder": [94, 79, 5]}, {"blue-triangular prism": [20, 56, 26]}, {"purple-moon": [72, 21, 12]}, {"black-cube": [67, 76, 11]}, {"purple-triangular prism": [7, 69, 13]}] | Stack the black triangular prism on top of the black cube | [
[
18,
5,
40,
0,
60,
90,
1
],
[
18,
5,
0,
0,
60,
90,
1
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[
18,
5,
0,
0,
60,
90,
0
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[
18,
5,
40,
0,
60,
90,
0
],
[
67,
76,
40,
0,
60,
90,
0
],
[
67,
76,
12,
0,
60,
90,
0
],
[
67,
76,
12,
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: {\"<|black|><|triangular prism|>\": 30, \"<|white|><|star|>\": 18, \"<|black|><|cylinder|>\": 5, \"<|blue|><|triangular prism|>\": 26, \"<|purple|><|moon|>\": 12, \"<|black|><|cube|>\": 11, \"<|purple|><|triangular prism|>\": 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 black triangular prism on top of the black cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|local-1-1|><|white|><|star|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|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-3-1|><|purple|><|triangular prism|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|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-2-1|><|black|><|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|><|local-0-0|><|blue|><|triangular prism|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|local-3-0|><|black|><|cube|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|local-0-1|><|purple|><|moon|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|local-2-3|><|black|><|cylinder|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|4-1|><|local-2-1|> with height 30\nTarget Placement Location: <|black|><|cube|> at <|16-19|><|local-3-0|> 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: <|16-19|><|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: [\"<|4-1|>\", \"<|local-2-1|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|4-1|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-1|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-1|>\", \"<|local-2-1|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|16-19|>\", \"<|local-3-0|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|16-19|>\", \"<|local-3-0|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|16-19|>\", \"<|local-3-0|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|moon|>": ["<|16-22|><|local-0-1|>", 6]}] | [{"<|azure|><|container|>": ["<|0-13|><|local-3-1|>", 29]}] | LOCATE OBJECTS:
Target Object: <|olive|><|moon|> found at <|16-22|><|local-0-1|> with height 6
Target Placement Location: <|azure|><|container|> at <|0-13|><|local-3-1|> 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: <|0-13|><|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 <|olive|><|moon|> into <|azure|><|container|>.
| [{"purple-moon": [76, 76, 2]}, {"olive-moon": [64, 89, 6]}, {"silver-star": [82, 90, 24]}, {"navy-triangular prism": [63, 62, 18]}, {"cyan-container": [5, 43, 12]}, {"azure-container": [3, 53, 29]}] | Pick up the olive moon and place it into the azure container | [
[
64,
89,
16,
0,
60,
90,
1
],
[
64,
89,
0,
0,
60,
90,
1
],
[
64,
89,
0,
0,
60,
90,
0
],
[
64,
89,
16,
0,
60,
90,
0
],
[
3,
53,
16,
0,
60,
90,
0
],
[
3,
53,
29,
0,
60,
90,
0
],
[
3,
53,
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: {\"<|purple|><|moon|>\": 2, \"<|olive|><|moon|>\": 6, \"<|silver|><|star|>\": 24, \"<|navy|><|triangular prism|>\": 18, \"<|cyan|><|container|>\": 12, \"<|azure|><|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 olive moon 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-3-1|><|azure|><|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|><|local-1-3|><|cyan|><|container|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|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-3-2|><|navy|><|triangular prism|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|local-0-1|><|olive|><|moon|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|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-0-0|><|purple|><|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|><|local-2-2|><|silver|><|star|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|16-22|><|local-0-1|> with height 6\nTarget Placement Location: <|azure|><|container|> at <|0-13|><|local-3-1|> 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: <|0-13|><|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 <|olive|><|moon|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|16-22|>\", \"<|local-0-1|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|16-22|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-22|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-22|>\", \"<|local-0-1|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|0-13|>\", \"<|local-3-1|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|0-13|>\", \"<|local-3-1|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|0-13|>\", \"<|local-3-1|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cube|>": ["<|7-5|><|local-3-3|>", 29]}] | [{"<|violet|><|container|>": ["<|6-10|><|local-3-1|>", 25]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cube|> found at <|7-5|><|local-3-3|> with height 29
Target Placement Location: <|violet|><|container|> at <|6-10|><|local-3-1|> 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: <|6-10|><|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 <|lime|><|cube|> into <|violet|><|container|>.
| [{"white-container": [76, 91, 6]}, {"lime-cube": [31, 23, 29]}, {"yellow-moon": [10, 31, 5]}, {"violet-container": [27, 41, 25]}, {"violet-star": [14, 67, 5]}] | Pick up the cube and place it into the violet container | [
[
31,
23,
39,
0,
60,
90,
1
],
[
31,
23,
0,
0,
60,
90,
1
],
[
31,
23,
0,
0,
60,
90,
0
],
[
31,
23,
39,
0,
60,
90,
0
],
[
27,
41,
39,
0,
60,
90,
0
],
[
27,
41,
25,
0,
60,
90,
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[
27,
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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|><|container|>\": 6, \"<|lime|><|cube|>\": 29, \"<|yellow|><|moon|>\": 5, \"<|violet|><|container|>\": 25, \"<|violet|><|star|>\": 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 cube and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|local-2-3|><|yellow|><|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|><|local-2-3|><|violet|><|star|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|local-3-1|><|violet|><|container|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|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-3-3|><|lime|><|cube|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|local-0-3|><|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|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|7-5|><|local-3-3|> with height 29\nTarget Placement Location: <|violet|><|container|> at <|6-10|><|local-3-1|> 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: <|6-10|><|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 <|lime|><|cube|> into <|violet|><|container|>.\n\n</think>\n\nStep 1: [\"<|7-5|>\", \"<|local-3-3|>\", 39, 0, 60, 90, 1]\nStep 2: [\"<|7-5|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|7-5|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|7-5|>\", \"<|local-3-3|>\", 39, 0, 60, 90, 0]\nStep 5: [\"<|6-10|>\", \"<|local-3-1|>\", 39, 0, 60, 90, 0]\nStep 6: [\"<|6-10|>\", \"<|local-3-1|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|6-10|>\", \"<|local-3-1|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|cube|>": ["<|2-17|><|local-0-3|>", 4]}] | [{"<|violet|><|container|>": ["<|3-0|><|local-3-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|cube|> found at <|2-17|><|local-0-3|> with height 4
Target Placement Location: <|violet|><|container|> at <|3-0|><|local-3-0|> 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: <|3-0|><|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 <|yellow|><|cube|> into <|violet|><|container|>.
| [{"white-container": [19, 27, 3]}, {"olive-moon": [10, 95, 8]}, {"violet-container": [15, 0, 19]}, {"yellow-cube": [8, 71, 4]}, {"black-triangular prism": [62, 71, 18]}] | Pick up the yellow cube and place it into the violet container | [
[
8,
71,
15,
0,
60,
90,
1
],
[
8,
71,
0,
0,
60,
90,
1
],
[
8,
71,
0,
0,
60,
90,
0
],
[
8,
71,
14,
0,
60,
90,
0
],
[
15,
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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|><|container|>\": 3, \"<|olive|><|moon|>\": 8, \"<|violet|><|container|>\": 19, \"<|yellow|><|cube|>\": 4, \"<|black|><|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 yellow cube and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|local-0-3|><|yellow|><|cube|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|local-2-3|><|olive|><|moon|><|2-24|><|empty|>\n<|3-0|><|local-3-0|><|violet|><|container|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|local-3-3|><|white|><|container|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|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-2-3|><|black|><|triangular prism|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|2-17|><|local-0-3|> with height 4\nTarget Placement Location: <|violet|><|container|> at <|3-0|><|local-3-0|> 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: <|3-0|><|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 <|yellow|><|cube|> into <|violet|><|container|>.\n\n</think>\n\nStep 1: [\"<|2-17|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|2-17|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-17|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-17|>\", \"<|local-0-3|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|3-0|>\", \"<|local-3-0|>\", 14, 0, 60, 90, 0]\nStep 6: [\"<|3-0|>\", \"<|local-3-0|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|3-0|>\", \"<|local-3-0|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|star|>": ["<|13-23|><|local-0-3|>", 1]}] | [{"<|olive|><|triangular prism|>": ["<|11-20|><|local-1-3|>", 22]}] | LOCATE OBJECTS:
Target Object: <|azure|><|star|> found at <|13-23|><|local-0-3|> with height 1
Target Placement Location: <|olive|><|triangular prism|> at <|11-20|><|local-1-3|> 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: <|11-20|><|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-cube": [61, 82, 2]}, {"azure-star": [52, 95, 1]}, {"yellow-star": [56, 37, 3]}, {"azure-moon": [91, 60, 29]}, {"green-cube": [59, 48, 10]}, {"olive-triangular prism": [45, 83, 22]}] | Stack the olive triangular prism and the azure star in sequence. | [
[
52,
95,
11,
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60,
90,
1
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[
52,
95,
0,
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[
52,
95,
0,
0,
60,
90,
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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|><|cube|>\": 2, \"<|azure|><|star|>\": 1, \"<|yellow|><|star|>\": 3, \"<|azure|><|moon|>\": 29, \"<|green|><|cube|>\": 10, \"<|olive|><|triangular prism|>\": 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 olive triangular prism 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|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|local-1-3|><|olive|><|triangular prism|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|local-0-3|><|azure|><|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|><|local-0-1|><|yellow|><|star|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|local-3-0|><|green|><|cube|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|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-1-2|><|navy|><|cube|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|local-3-0|><|azure|><|moon|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|13-23|><|local-0-3|> with height 1\nTarget Placement Location: <|olive|><|triangular prism|> at <|11-20|><|local-1-3|> 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: <|11-20|><|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: [\"<|13-23|>\", \"<|local-0-3|>\", 11, 0, 60, 90, 1]\nStep 2: [\"<|13-23|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-23|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-23|>\", \"<|local-0-3|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|11-20|>\", \"<|local-1-3|>\", 11, 0, 60, 90, 0]\nStep 6: [\"<|11-20|>\", \"<|local-1-3|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|11-20|>\", \"<|local-1-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|star|>": ["<|19-9|><|local-0-2|>", 6]}] | [{"<|green|><|container|>": ["<|7-23|><|local-1-2|>", 24]}] | LOCATE OBJECTS:
Target Object: <|azure|><|star|> found at <|19-9|><|local-0-2|> with height 6
Target Placement Location: <|green|><|container|> at <|7-23|><|local-1-2|> 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: <|7-23|><|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 <|azure|><|star|> into <|green|><|container|>.
| [{"rose-star": [50, 79, 1]}, {"green-container": [29, 94, 24]}, {"white-cube": [89, 8, 22]}, {"magenta-container": [69, 51, 20]}, {"black-moon": [0, 12, 9]}, {"gray-cylinder": [21, 93, 9]}, {"azure-star": [76, 38, 6]}] | Pick up the azure star and place it into the green container | [
[
76,
38,
16,
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: {\"<|rose|><|star|>\": 1, \"<|green|><|container|>\": 24, \"<|white|><|cube|>\": 22, \"<|magenta|><|container|>\": 20, \"<|black|><|moon|>\": 9, \"<|gray|><|cylinder|>\": 9, \"<|azure|><|star|>\": 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 azure star and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|local-0-0|><|black|><|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|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|local-1-1|><|gray|><|cylinder|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|local-1-2|><|green|><|container|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|local-2-3|><|rose|><|star|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|local-1-3|><|magenta|><|container|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|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-0-2|><|azure|><|star|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|local-1-0|><|white|><|cube|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|19-9|><|local-0-2|> with height 6\nTarget Placement Location: <|green|><|container|> at <|7-23|><|local-1-2|> 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: <|7-23|><|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 <|azure|><|star|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|19-9|>\", \"<|local-0-2|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|19-9|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-9|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-9|>\", \"<|local-0-2|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|7-23|>\", \"<|local-1-2|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|7-23|>\", \"<|local-1-2|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|7-23|>\", \"<|local-1-2|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|star|>": ["<|18-5|><|local-1-0|>", 5]}] | [{"<|navy|><|triangular prism|>": ["<|9-23|><|local-3-2|>", 4]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|star|> found at <|18-5|><|local-1-0|> with height 5
Target Placement Location: <|navy|><|triangular prism|> at <|9-23|><|local-3-2|> with height 4
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: <|9-23|><|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.
| [{"magenta-triangular prism": [53, 17, 27]}, {"navy-triangular prism": [39, 94, 4]}, {"olive-cylinder": [69, 8, 22]}, {"cyan-cylinder": [21, 32, 19]}, {"purple-cylinder": [72, 33, 7]}, {"cyan-star": [73, 20, 5]}] | Stack the navy triangular prism and the cyan star in sequence. | [
[
73,
20,
15,
0,
60,
90,
1
],
[
73,
20,
0,
0,
60,
90,
1
],
[
73,
20,
0,
0,
60,
90,
0
],
[
73,
20,
15,
0,
60,
90,
0
],
[
39,
94,
15,
0,
60,
90,
0
],
[
39,
94,
5,
0,
60,
90,
0
],
[
39,
94,
5,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 27, \"<|navy|><|triangular prism|>\": 4, \"<|olive|><|cylinder|>\": 22, \"<|cyan|><|cylinder|>\": 19, \"<|purple|><|cylinder|>\": 7, \"<|cyan|><|star|>\": 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 navy triangular prism and the cyan 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|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|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-1-0|><|cyan|><|cylinder|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|local-3-2|><|navy|><|triangular prism|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|local-1-1|><|magenta|><|triangular prism|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|local-1-0|><|olive|><|cylinder|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|local-1-0|><|cyan|><|star|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|local-0-1|><|purple|><|cylinder|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|star|> found at <|18-5|><|local-1-0|> with height 5\nTarget Placement Location: <|navy|><|triangular prism|> at <|9-23|><|local-3-2|> with height 4\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: <|9-23|><|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: [\"<|18-5|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|18-5|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|18-5|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|18-5|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|9-23|>\", \"<|local-3-2|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|9-23|>\", \"<|local-3-2|>\", 5, 0, 60, 90, 0]\nStep 7: [\"<|9-23|>\", \"<|local-3-2|>\", 5, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cube|>": ["<|4-18|><|local-2-0|>", 13]}] | [{"<|azure|><|container|>": ["<|6-16|><|local-1-3|>", 16]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cube|> found at <|4-18|><|local-2-0|> with height 13
Target Placement Location: <|azure|><|container|> at <|6-16|><|local-1-3|> 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: <|6-16|><|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|><|cube|> into <|azure|><|container|>.
| [{"violet-cube": [18, 72, 13]}, {"magenta-cube": [87, 67, 17]}, {"purple-moon": [25, 46, 15]}, {"magenta-container": [62, 1, 11]}, {"azure-container": [25, 67, 16]}, {"teal-container": [26, 51, 8]}] | Pick up the violet cube and place it into the azure container | [
[
18,
72,
23,
0,
60,
90,
1
],
[
18,
72,
0,
0,
60,
90,
1
],
[
18,
72,
0,
0,
60,
90,
0
],
[
18,
72,
23,
0,
60,
90,
0
],
[
25,
67,
23,
0,
60,
90,
0
],
[
25,
67,
16,
0,
60,
90,
0
],
[
25,
67,
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: {\"<|violet|><|cube|>\": 13, \"<|magenta|><|cube|>\": 17, \"<|purple|><|moon|>\": 15, \"<|magenta|><|container|>\": 11, \"<|azure|><|container|>\": 16, \"<|teal|><|container|>\": 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: Pick up the violet cube and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|local-2-0|><|violet|><|cube|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|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-1-2|><|purple|><|moon|><|6-12|><|local-2-3|><|teal|><|container|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|local-1-3|><|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|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|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-2-1|><|magenta|><|container|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|local-3-3|><|magenta|><|cube|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cube|> found at <|4-18|><|local-2-0|> with height 13\nTarget Placement Location: <|azure|><|container|> at <|6-16|><|local-1-3|> 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: <|6-16|><|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|><|cube|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|4-18|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 1]\nStep 2: [\"<|4-18|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-18|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-18|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 0]\nStep 5: [\"<|6-16|>\", \"<|local-1-3|>\", 23, 0, 60, 90, 0]\nStep 6: [\"<|6-16|>\", \"<|local-1-3|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|6-16|>\", \"<|local-1-3|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|star|>": ["<|8-15|><|local-1-2|>", 10]}] | [{"<|olive|><|cube|>": ["<|17-10|><|local-0-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|purple|><|star|> found at <|8-15|><|local-1-2|> with height 10
Target Placement Location: <|olive|><|cube|> at <|17-10|><|local-0-0|> 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: <|17-10|><|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.
| [{"gray-star": [49, 50, 1]}, {"black-moon": [58, 48, 11]}, {"navy-cylinder": [40, 36, 19]}, {"purple-star": [33, 62, 10]}, {"olive-cube": [68, 40, 19]}, {"violet-moon": [48, 14, 19]}, {"yellow-star": [90, 33, 18]}] | Stack the olive cube and the purple star in sequence. | [
[
33,
62,
20,
0,
60,
90,
1
],
[
33,
62,
0,
0,
60,
90,
1
],
[
33,
62,
0,
0,
60,
90,
0
],
[
33,
62,
20,
0,
60,
90,
0
],
[
68,
40,
20,
0,
60,
90,
0
],
[
68,
40,
20,
0,
60,
90,
0
],
[
68,
40,
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: {\"<|gray|><|star|>\": 1, \"<|black|><|moon|>\": 11, \"<|navy|><|cylinder|>\": 19, \"<|purple|><|star|>\": 10, \"<|olive|><|cube|>\": 19, \"<|violet|><|moon|>\": 19, \"<|yellow|><|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: Stack the olive 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|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|local-1-2|><|purple|><|star|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|local-0-0|><|navy|><|cylinder|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|local-0-2|><|violet|><|moon|><|12-4|><|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-1-2|><|gray|><|star|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|local-2-0|><|black|><|moon|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|local-0-0|><|olive|><|cube|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|local-2-1|><|yellow|><|star|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|8-15|><|local-1-2|> with height 10\nTarget Placement Location: <|olive|><|cube|> at <|17-10|><|local-0-0|> 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: <|17-10|><|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: [\"<|8-15|>\", \"<|local-1-2|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|8-15|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|8-15|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|8-15|>\", \"<|local-1-2|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|17-10|>\", \"<|local-0-0|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|17-10|>\", \"<|local-0-0|>\", 20, 0, 60, 90, 0]\nStep 7: [\"<|17-10|>\", \"<|local-0-0|>\", 20, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cylinder|>": ["<|16-17|><|local-0-1|>", 7]}] | [{"<|navy|><|container|>": ["<|23-8|><|local-2-3|>", 23]}] | LOCATE OBJECTS:
Target Object: <|black|><|cylinder|> found at <|16-17|><|local-0-1|> with height 7
Target Placement Location: <|navy|><|container|> at <|23-8|><|local-2-3|> 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: <|23-8|><|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 <|black|><|cylinder|> into <|navy|><|container|>.
| [{"lime-triangular prism": [67, 92, 13]}, {"magenta-triangular prism": [25, 81, 23]}, {"navy-container": [94, 35, 23]}, {"black-cylinder": [64, 69, 7]}, {"teal-container": [67, 62, 27]}] | Pick up the black cylinder and place it into the navy container | [
[
64,
69,
17,
0,
60,
90,
1
],
[
64,
69,
0,
0,
60,
90,
1
],
[
64,
69,
0,
0,
60,
90,
0
],
[
64,
69,
17,
0,
60,
90,
0
],
[
94,
35,
17,
0,
60,
90,
0
],
[
94,
35,
23,
0,
60,
90,
0
],
[
94,
35,
23,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|triangular prism|>\": 13, \"<|magenta|><|triangular prism|>\": 23, \"<|navy|><|container|>\": 23, \"<|black|><|cylinder|>\": 7, \"<|teal|><|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 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|><|local-1-1|><|magenta|><|triangular prism|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|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|><|teal|><|container|><|16-16|><|empty|><|16-17|><|local-0-1|><|black|><|cylinder|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|local-3-0|><|lime|><|triangular prism|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|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-2-3|><|navy|><|container|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|16-17|><|local-0-1|> with height 7\nTarget Placement Location: <|navy|><|container|> at <|23-8|><|local-2-3|> 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: <|23-8|><|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 <|black|><|cylinder|> into <|navy|><|container|>.\n\n</think>\n\nStep 1: [\"<|16-17|>\", \"<|local-0-1|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|16-17|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-17|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-17|>\", \"<|local-0-1|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|23-8|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|23-8|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 0]\nStep 7: [\"<|23-8|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|triangular prism|>": ["<|9-24|><|local-1-0|>", 20]}] | [{"<|violet|><|cylinder|>": ["<|7-10|><|local-2-2|>", 26]}] | LOCATE OBJECTS:
Target Object: <|white|><|triangular prism|> found at <|9-24|><|local-1-0|> with height 20
Target Placement Location: <|violet|><|cylinder|> at <|7-10|><|local-2-2|> 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: <|7-10|><|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.
| [{"rose-moon": [68, 56, 8]}, {"white-triangular prism": [37, 96, 20]}, {"black-cylinder": [35, 32, 24]}, {"yellow-star": [60, 91, 3]}, {"violet-cylinder": [30, 42, 26]}] | Stack the violet cylinder and the white triangular prism in sequence. | [
[
37,
96,
30,
0,
60,
90,
1
],
[
37,
96,
0,
0,
60,
90,
1
],
[
37,
96,
0,
0,
60,
90,
0
],
[
37,
96,
30,
0,
60,
90,
0
],
[
30,
42,
30,
0,
60,
90,
0
],
[
30,
42,
27,
0,
60,
90,
0
],
[
30,
42,
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: {\"<|rose|><|moon|>\": 8, \"<|white|><|triangular prism|>\": 20, \"<|black|><|cylinder|>\": 24, \"<|yellow|><|star|>\": 3, \"<|violet|><|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: Stack the violet cylinder and the white 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|><|local-2-2|><|violet|><|cylinder|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|local-3-0|><|black|><|cylinder|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|local-1-0|><|white|><|triangular prism|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|local-0-3|><|yellow|><|star|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|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-0-0|><|rose|><|moon|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|triangular prism|> found at <|9-24|><|local-1-0|> with height 20\nTarget Placement Location: <|violet|><|cylinder|> at <|7-10|><|local-2-2|> 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: <|7-10|><|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: [\"<|9-24|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|9-24|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-24|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-24|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|7-10|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|7-10|>\", \"<|local-2-2|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|7-10|>\", \"<|local-2-2|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|moon|>": ["<|1-2|><|local-2-1|>", 19]}] | [{"<|lime|><|triangular prism|>": ["<|12-1|><|local-0-0|>", 16]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|moon|> found at <|1-2|><|local-2-1|> with height 19
Target Placement Location: <|lime|><|triangular prism|> at <|12-1|><|local-0-0|> 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: <|12-1|><|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.
| [{"white-star": [31, 36, 8]}, {"olive-cube": [2, 45, 27]}, {"lime-triangular prism": [48, 4, 16]}, {"purple-cube": [83, 8, 11]}, {"maroon-star": [9, 32, 28]}, {"teal-moon": [71, 48, 29]}, {"maroon-moon": [6, 9, 19]}] | Stack the maroon moon on top of the lime triangular prism | [
[
6,
9,
29,
0,
60,
90,
1
],
[
6,
9,
0,
0,
60,
90,
1
],
[
6,
9,
0,
0,
60,
90,
0
],
[
6,
9,
29,
0,
60,
90,
0
],
[
48,
4,
29,
0,
60,
90,
0
],
[
48,
4,
17,
0,
60,
90,
0
],
[
48,
4,
17,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|star|>\": 8, \"<|olive|><|cube|>\": 27, \"<|lime|><|triangular prism|>\": 16, \"<|purple|><|cube|>\": 11, \"<|maroon|><|star|>\": 28, \"<|teal|><|moon|>\": 29, \"<|maroon|><|moon|>\": 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 maroon moon on top of the lime triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|local-2-1|><|olive|><|cube|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|local-2-1|><|maroon|><|moon|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|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-1-0|><|maroon|><|star|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|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-3-0|><|white|><|star|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|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-0-0|><|lime|><|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|><|local-3-0|><|teal|><|moon|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|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-3-0|><|purple|><|cube|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|moon|> found at <|1-2|><|local-2-1|> with height 19\nTarget Placement Location: <|lime|><|triangular prism|> at <|12-1|><|local-0-0|> 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: <|12-1|><|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: [\"<|1-2|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|1-2|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-2|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-2|>\", \"<|local-2-1|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|12-1|>\", \"<|local-0-0|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|12-1|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 7: [\"<|12-1|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|star|>": ["<|22-20|><|local-0-2|>", 10]}] | [{"<|cyan|><|container|>": ["<|2-5|><|local-2-1|>", 3]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|star|> found at <|22-20|><|local-0-2|> with height 10
Target Placement Location: <|cyan|><|container|> at <|2-5|><|local-2-1|> 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: <|2-5|><|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 <|magenta|><|star|> into <|cyan|><|container|>.
| [{"green-container": [31, 77, 30]}, {"silver-triangular prism": [61, 88, 20]}, {"blue-cube": [74, 93, 1]}, {"magenta-container": [2, 49, 7]}, {"magenta-star": [88, 82, 10]}, {"cyan-container": [10, 21, 3]}] | Pick up the magenta star and place it into the cyan container | [
[
88,
82,
20,
0,
60,
90,
1
],
[
88,
82,
0,
0,
60,
90,
1
],
[
88,
82,
0,
0,
60,
90,
0
],
[
88,
82,
20,
0,
60,
90,
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|>\": 30, \"<|silver|><|triangular prism|>\": 20, \"<|blue|><|cube|>\": 1, \"<|magenta|><|container|>\": 7, \"<|magenta|><|star|>\": 10, \"<|cyan|><|container|>\": 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 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|><|local-2-1|><|magenta|><|container|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|local-2-1|><|cyan|><|container|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|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-3-1|><|green|><|container|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|local-1-0|><|silver|><|triangular prism|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|local-2-1|><|blue|><|cube|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|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-0-2|><|magenta|><|star|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|22-20|><|local-0-2|> with height 10\nTarget Placement Location: <|cyan|><|container|> at <|2-5|><|local-2-1|> 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: <|2-5|><|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 <|magenta|><|star|> into <|cyan|><|container|>.\n\n</think>\n\nStep 1: [\"<|22-20|>\", \"<|local-0-2|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|22-20|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|22-20|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|22-20|>\", \"<|local-0-2|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|2-5|>\", \"<|local-2-1|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|2-5|>\", \"<|local-2-1|>\", 3, 0, 60, 90, 0]\nStep 7: [\"<|2-5|>\", \"<|local-2-1|>\", 3, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|moon|>": ["<|11-4|><|local-3-3|>", 12]}] | [{"<|cyan|><|container|>": ["<|20-10|><|local-0-2|>", 1]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|moon|> found at <|11-4|><|local-3-3|> with height 12
Target Placement Location: <|cyan|><|container|> at <|20-10|><|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: <|20-10|><|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 <|cyan|><|moon|> into <|cyan|><|container|>.
| [{"rose-star": [64, 0, 12]}, {"violet-star": [68, 98, 23]}, {"cyan-container": [80, 42, 1]}, {"cyan-moon": [47, 19, 12]}, {"black-triangular prism": [7, 87, 20]}, {"teal-container": [7, 2, 18]}, {"silver-triangular prism": [94, 96, 16]}] | Pick up the cyan moon and place it into the cyan container | [
[
47,
19,
22,
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{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|rose|><|star|>\": 12, \"<|violet|><|star|>\": 23, \"<|cyan|><|container|>\": 1, \"<|cyan|><|moon|>\": 12, \"<|black|><|triangular prism|>\": 20, \"<|teal|><|container|>\": 18, \"<|silver|><|triangular prism|>\": 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 cyan moon and place it into the cyan container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|local-3-2|><|teal|><|container|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|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-3-3|><|black|><|triangular prism|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|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|><|cyan|><|moon|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|local-0-0|><|rose|><|star|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|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-0-2|><|violet|><|star|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|local-0-2|><|cyan|><|container|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|local-2-0|><|silver|><|triangular prism|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|11-4|><|local-3-3|> with height 12\nTarget Placement Location: <|cyan|><|container|> at <|20-10|><|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: <|20-10|><|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 <|cyan|><|moon|> into <|cyan|><|container|>.\n\n</think>\n\nStep 1: [\"<|11-4|>\", \"<|local-3-3|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|11-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-4|>\", \"<|local-3-3|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|20-10|>\", \"<|local-0-2|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|20-10|>\", \"<|local-0-2|>\", 1, 0, 60, 90, 0]\nStep 7: [\"<|20-10|>\", \"<|local-0-2|>\", 1, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|moon|>": ["<|0-0|><|local-2-1|>", 11]}] | [{"<|white|><|triangular prism|>": ["<|22-24|><|local-2-0|>", 11]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|moon|> found at <|0-0|><|local-2-1|> with height 11
Target Placement Location: <|white|><|triangular prism|> at <|22-24|><|local-2-0|> 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: <|22-24|><|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-star": [13, 90, 26]}, {"magenta-container": [37, 57, 4]}, {"magenta-cube": [54, 24, 14]}, {"white-triangular prism": [90, 96, 11]}, {"rose-cylinder": [24, 96, 6]}, {"yellow-moon": [2, 1, 11]}] | Stack the triangular prism and the moon in sequence. | [
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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|><|star|>\": 26, \"<|magenta|><|container|>\": 4, \"<|magenta|><|cube|>\": 14, \"<|white|><|triangular prism|>\": 11, \"<|rose|><|cylinder|>\": 6, \"<|yellow|><|moon|>\": 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: Stack the triangular prism and the moon in sequence.\n<desk>\n<|0-0|><|local-2-1|><|yellow|><|moon|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|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-1-2|><|red|><|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|><|local-0-0|><|rose|><|cylinder|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|local-1-1|><|magenta|><|container|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|local-2-0|><|magenta|><|cube|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|local-2-0|><|white|><|triangular prism|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|0-0|><|local-2-1|> with height 11\nTarget Placement Location: <|white|><|triangular prism|> at <|22-24|><|local-2-0|> 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: <|22-24|><|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: [\"<|0-0|>\", \"<|local-2-1|>\", 21, 0, 60, 90, 1]\nStep 2: [\"<|0-0|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-0|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-0|>\", \"<|local-2-1|>\", 21, 0, 60, 90, 0]\nStep 5: [\"<|22-24|>\", \"<|local-2-0|>\", 21, 0, 60, 90, 0]\nStep 6: [\"<|22-24|>\", \"<|local-2-0|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|22-24|>\", \"<|local-2-0|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cube|>": ["<|19-10|><|local-2-3|>", 26]}] | [{"<|teal|><|cylinder|>": ["<|13-0|><|local-3-0|>", 3]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cube|> found at <|19-10|><|local-2-3|> with height 26
Target Placement Location: <|teal|><|cylinder|> at <|13-0|><|local-3-0|> 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: <|13-0|><|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.
| [{"teal-cylinder": [55, 0, 3]}, {"lime-star": [1, 89, 28]}, {"cyan-cube": [78, 43, 26]}, {"white-triangular prism": [47, 12, 15]}] | Stack the cylinder and the cube in sequence. | [
[
78,
43,
36,
0,
60,
90,
1
],
[
78,
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0,
60,
90,
1
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[
78,
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0,
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0
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[
78,
43,
36,
0,
60,
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0
],
[
55,
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36,
0,
60,
90,
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],
[
55,
0,
4,
0,
60,
90,
0
],
[
55,
0,
4,
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: {\"<|teal|><|cylinder|>\": 3, \"<|lime|><|star|>\": 28, \"<|cyan|><|cube|>\": 26, \"<|white|><|triangular prism|>\": 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 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|><|local-1-1|><|lime|><|star|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|local-3-0|><|white|><|triangular prism|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|local-3-0|><|teal|><|cylinder|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|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-2-3|><|cyan|><|cube|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|cube|> found at <|19-10|><|local-2-3|> with height 26\nTarget Placement Location: <|teal|><|cylinder|> at <|13-0|><|local-3-0|> 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: <|13-0|><|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: [\"<|19-10|>\", \"<|local-2-3|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|19-10|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-10|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-10|>\", \"<|local-2-3|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|13-0|>\", \"<|local-3-0|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|13-0|>\", \"<|local-3-0|>\", 4, 0, 60, 90, 0]\nStep 7: [\"<|13-0|>\", \"<|local-3-0|>\", 4, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|cube|>": ["<|21-5|><|local-2-2|>", 20]}] | [{"<|blue|><|cube|>": ["<|21-7|><|local-1-0|>", 3]}] | LOCATE OBJECTS:
Target Object: <|gray|><|cube|> found at <|21-5|><|local-2-2|> with height 20
Target Placement Location: <|blue|><|cube|> at <|21-7|><|local-1-0|> 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: <|21-7|><|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.
| [{"gray-cube": [86, 22, 20]}, {"blue-cube": [85, 28, 3]}, {"green-star": [8, 59, 6]}, {"blue-cylinder": [0, 52, 17]}, {"red-triangular prism": [49, 20, 28]}] | Stack the gray cube on top of the blue cube | [
[
86,
22,
30,
0,
60,
90,
1
],
[
86,
22,
0,
0,
60,
90,
1
],
[
86,
22,
0,
0,
60,
90,
0
],
[
86,
22,
30,
0,
60,
90,
0
],
[
85,
28,
30,
0,
60,
90,
0
],
[
85,
28,
4,
0,
60,
90,
0
],
[
85,
28,
4,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|cube|>\": 20, \"<|blue|><|cube|>\": 3, \"<|green|><|star|>\": 6, \"<|blue|><|cylinder|>\": 17, \"<|red|><|triangular prism|>\": 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: Stack the gray cube on top of the blue cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|local-0-0|><|blue|><|cylinder|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|local-0-3|><|green|><|star|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|local-1-0|><|red|><|triangular prism|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|local-2-2|><|gray|><|cube|><|21-6|><|empty|><|21-7|><|local-1-0|><|blue|><|cube|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cube|> found at <|21-5|><|local-2-2|> with height 20\nTarget Placement Location: <|blue|><|cube|> at <|21-7|><|local-1-0|> 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: <|21-7|><|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: [\"<|21-5|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|21-5|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-5|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-5|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|21-7|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|21-7|>\", \"<|local-1-0|>\", 4, 0, 60, 90, 0]\nStep 7: [\"<|21-7|>\", \"<|local-1-0|>\", 4, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|moon|>": ["<|13-20|><|local-1-3|>", 20]}] | [{"<|teal|><|container|>": ["<|3-5|><|local-2-3|>", 10]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|moon|> found at <|13-20|><|local-1-3|> with height 20
Target Placement Location: <|teal|><|container|> at <|3-5|><|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: <|3-5|><|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 cause the container is empty.
Step 7: Open gripper to drop the <|magenta|><|moon|> into <|teal|><|container|>.
| [{"silver-container": [8, 40, 22]}, {"teal-container": [14, 23, 10]}, {"magenta-moon": [53, 83, 20]}, {"blue-container": [6, 61, 22]}, {"cyan-moon": [94, 79, 3]}, {"gray-moon": [90, 61, 2]}] | Pick up the magenta moon and place it into the teal container | [
[
53,
83,
30,
0,
60,
90,
1
],
[
53,
83,
0,
0,
60,
90,
1
],
[
53,
83,
0,
0,
60,
90,
0
],
[
53,
83,
30,
0,
60,
90,
0
],
[
14,
23,
30,
0,
60,
90,
0
],
[
14,
23,
10,
0,
60,
90,
0
],
[
14,
23,
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: {\"<|silver|><|container|>\": 22, \"<|teal|><|container|>\": 10, \"<|magenta|><|moon|>\": 20, \"<|blue|><|container|>\": 22, \"<|cyan|><|moon|>\": 3, \"<|gray|><|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 magenta 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|><|local-2-1|><|blue|><|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|><|local-0-0|><|silver|><|container|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|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-2-3|><|teal|><|container|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|local-1-3|><|magenta|><|moon|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|local-2-1|><|gray|><|moon|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|local-2-3|><|cyan|><|moon|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|13-20|><|local-1-3|> with height 20\nTarget Placement Location: <|teal|><|container|> at <|3-5|><|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: <|3-5|><|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 cause the container is empty.\nStep 7: Open gripper to drop the <|magenta|><|moon|> into <|teal|><|container|>.\n\n</think>\n\nStep 1: [\"<|13-20|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|13-20|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-20|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-20|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-5|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-5|>\", \"<|local-2-3|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|3-5|>\", \"<|local-2-3|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|star|>": ["<|1-1|><|local-2-1|>", 26]}] | [{"<|black|><|container|>": ["<|13-20|><|local-3-0|>", 4]}] | LOCATE OBJECTS:
Target Object: <|red|><|star|> found at <|1-1|><|local-2-1|> with height 26
Target Placement Location: <|black|><|container|> at <|13-20|><|local-3-0|> with height 4
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: <|13-20|><|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 <|red|><|star|> into <|black|><|container|>.
| [{"violet-cylinder": [29, 5, 5]}, {"blue-moon": [82, 68, 13]}, {"magenta-triangular prism": [83, 86, 10]}, {"red-star": [6, 5, 26]}, {"black-container": [55, 80, 4]}, {"yellow-container": [54, 20, 19]}] | Pick up the star and place it into the black container | [
[
6,
5,
36,
0,
60,
90,
1
],
[
6,
5,
0,
0,
60,
90,
1
],
[
6,
5,
0,
0,
60,
90,
0
],
[
6,
5,
36,
0,
60,
90,
0
],
[
55,
80,
36,
0,
60,
90,
0
],
[
55,
80,
4,
0,
60,
90,
0
],
[
55,
80,
4,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 5, \"<|blue|><|moon|>\": 13, \"<|magenta|><|triangular prism|>\": 10, \"<|red|><|star|>\": 26, \"<|black|><|container|>\": 4, \"<|yellow|><|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 star and place it into the black container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|local-2-1|><|red|><|star|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|local-1-1|><|violet|><|cylinder|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|local-2-0|><|yellow|><|container|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|local-3-0|><|black|><|container|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|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-2-0|><|blue|><|moon|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|local-3-2|><|magenta|><|triangular prism|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|1-1|><|local-2-1|> with height 26\nTarget Placement Location: <|black|><|container|> at <|13-20|><|local-3-0|> with height 4\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: <|13-20|><|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 <|red|><|star|> into <|black|><|container|>.\n\n</think>\n\nStep 1: [\"<|1-1|>\", \"<|local-2-1|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|1-1|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-1|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-1|>\", \"<|local-2-1|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|13-20|>\", \"<|local-3-0|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|13-20|>\", \"<|local-3-0|>\", 4, 0, 60, 90, 0]\nStep 7: [\"<|13-20|>\", \"<|local-3-0|>\", 4, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|triangular prism|>": ["<|5-18|><|local-1-1|>", 27]}] | [{"<|white|><|cube|>": ["<|9-15|><|local-2-3|>", 30]}] | LOCATE OBJECTS:
Target Object: <|black|><|triangular prism|> found at <|5-18|><|local-1-1|> with height 27
Target Placement Location: <|white|><|cube|> at <|9-15|><|local-2-3|> 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: <|9-15|><|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 + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"black-triangular prism": [21, 73, 27]}, {"red-cylinder": [11, 2, 8]}, {"white-cylinder": [63, 2, 15]}, {"blue-cylinder": [82, 5, 16]}, {"white-cube": [38, 63, 30]}] | Stack the black triangular prism on top of the white cube | [
[
21,
73,
37,
0,
60,
90,
1
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[
21,
73,
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21,
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[
21,
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[
38,
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37,
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90,
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[
38,
63,
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60,
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0
],
[
38,
63,
31,
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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: {\"<|black|><|triangular prism|>\": 27, \"<|red|><|cylinder|>\": 8, \"<|white|><|cylinder|>\": 15, \"<|blue|><|cylinder|>\": 16, \"<|white|><|cube|>\": 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: Stack the black triangular prism on top of the white cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|local-3-2|><|red|><|cylinder|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|local-1-1|><|black|><|triangular prism|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|local-2-3|><|white|><|cube|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|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-3-2|><|white|><|cylinder|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|local-2-1|><|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: <|black|><|triangular prism|> found at <|5-18|><|local-1-1|> with height 27\nTarget Placement Location: <|white|><|cube|> at <|9-15|><|local-2-3|> 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: <|9-15|><|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 + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|5-18|>\", \"<|local-1-1|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|5-18|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-18|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-18|>\", \"<|local-1-1|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|9-15|>\", \"<|local-2-3|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|9-15|>\", \"<|local-2-3|>\", 31, 0, 60, 90, 0]\nStep 7: [\"<|9-15|>\", \"<|local-2-3|>\", 31, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|moon|>": ["<|4-20|><|local-1-2|>", 13]}] | [{"<|lime|><|cylinder|>": ["<|7-19|><|local-1-2|>", 2]}] | LOCATE OBJECTS:
Target Object: <|rose|><|moon|> found at <|4-20|><|local-1-2|> with height 13
Target Placement Location: <|lime|><|cylinder|> at <|7-19|><|local-1-2|> 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: <|7-19|><|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.
| [{"olive-moon": [81, 49, 26]}, {"lime-star": [34, 16, 8]}, {"violet-triangular prism": [60, 39, 26]}, {"rose-moon": [17, 82, 13]}, {"red-cube": [37, 71, 23]}, {"lime-cylinder": [29, 78, 2]}] | Stack the rose moon on top of the lime cylinder | [
[
17,
82,
23,
0,
60,
90,
1
],
[
17,
82,
0,
0,
60,
90,
1
],
[
17,
82,
0,
0,
60,
90,
0
],
[
17,
82,
23,
0,
60,
90,
0
],
[
29,
78,
23,
0,
60,
90,
0
],
[
29,
78,
3,
0,
60,
90,
0
],
[
29,
78,
3,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|moon|>\": 26, \"<|lime|><|star|>\": 8, \"<|violet|><|triangular prism|>\": 26, \"<|rose|><|moon|>\": 13, \"<|red|><|cube|>\": 23, \"<|lime|><|cylinder|>\": 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 rose moon on top of the lime cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|local-1-2|><|rose|><|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|><|local-1-2|><|lime|><|cylinder|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|local-2-0|><|lime|><|star|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|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-1-3|><|red|><|cube|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|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|><|violet|><|triangular prism|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|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-1-1|><|olive|><|moon|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|moon|> found at <|4-20|><|local-1-2|> with height 13\nTarget Placement Location: <|lime|><|cylinder|> at <|7-19|><|local-1-2|> 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: <|7-19|><|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: [\"<|4-20|>\", \"<|local-1-2|>\", 23, 0, 60, 90, 1]\nStep 2: [\"<|4-20|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-20|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-20|>\", \"<|local-1-2|>\", 23, 0, 60, 90, 0]\nStep 5: [\"<|7-19|>\", \"<|local-1-2|>\", 23, 0, 60, 90, 0]\nStep 6: [\"<|7-19|>\", \"<|local-1-2|>\", 3, 0, 60, 90, 0]\nStep 7: [\"<|7-19|>\", \"<|local-1-2|>\", 3, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|star|>": ["<|13-6|><|local-0-2|>", 12]}] | [{"<|blue|><|cylinder|>": ["<|5-0|><|local-1-3|>", 2]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|star|> found at <|13-6|><|local-0-2|> with height 12
Target Placement Location: <|blue|><|cylinder|> at <|5-0|><|local-1-3|> 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: <|5-0|><|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.
| [{"yellow-star": [44, 60, 11]}, {"red-cube": [21, 43, 4]}, {"maroon-star": [52, 26, 12]}, {"navy-cube": [42, 5, 26]}, {"blue-cylinder": [21, 3, 2]}, {"cyan-star": [9, 37, 18]}] | Stack the maroon star on top of the blue cylinder | [
[
52,
26,
22,
0,
60,
90,
1
],
[
52,
26,
0,
0,
60,
90,
1
],
[
52,
26,
0,
0,
60,
90,
0
],
[
52,
26,
22,
0,
60,
90,
0
],
[
21,
3,
22,
0,
60,
90,
0
],
[
21,
3,
3,
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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: {\"<|yellow|><|star|>\": 11, \"<|red|><|cube|>\": 4, \"<|maroon|><|star|>\": 12, \"<|navy|><|cube|>\": 26, \"<|blue|><|cylinder|>\": 2, \"<|cyan|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height 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 maroon star on top of the blue cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|local-1-1|><|cyan|><|star|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|local-1-3|><|blue|><|cylinder|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|local-1-3|><|red|><|cube|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|local-2-1|><|navy|><|cube|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|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-0-0|><|yellow|><|star|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|local-0-2|><|maroon|><|star|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|13-6|><|local-0-2|> with height 12\nTarget Placement Location: <|blue|><|cylinder|> at <|5-0|><|local-1-3|> 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: <|5-0|><|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: [\"<|13-6|>\", \"<|local-0-2|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|13-6|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-6|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-6|>\", \"<|local-0-2|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|5-0|>\", \"<|local-1-3|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|5-0|>\", \"<|local-1-3|>\", 3, 0, 60, 90, 0]\nStep 7: [\"<|5-0|>\", \"<|local-1-3|>\", 3, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cylinder|>": ["<|18-5|><|local-2-3|>", 1]}] | [{"<|blue|><|container|>": ["<|5-6|><|local-3-2|>", 15]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cylinder|> found at <|18-5|><|local-2-3|> with height 1
Target Placement Location: <|blue|><|container|> at <|5-6|><|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: <|5-6|><|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 <|olive|><|cylinder|> into <|blue|><|container|>.
| [{"azure-triangular prism": [92, 32, 4]}, {"silver-container": [89, 92, 18]}, {"teal-cube": [24, 90, 25]}, {"blue-container": [23, 26, 15]}, {"olive-cylinder": [74, 23, 1]}, {"rose-moon": [7, 10, 28]}, {"navy-moon": [7, 50, 9]}] | Pick up the olive cylinder and place it into the blue container | [
[
74,
23,
11,
0,
60,
90,
1
],
[
74,
23,
0,
0,
60,
90,
1
],
[
74,
23,
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: {\"<|azure|><|triangular prism|>\": 4, \"<|silver|><|container|>\": 18, \"<|teal|><|cube|>\": 25, \"<|blue|><|container|>\": 15, \"<|olive|><|cylinder|>\": 1, \"<|rose|><|moon|>\": 28, \"<|navy|><|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 olive cylinder and place it into the blue container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|local-3-2|><|rose|><|moon|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|local-3-2|><|navy|><|moon|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|local-3-2|><|blue|><|container|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|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-0-2|><|teal|><|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|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|local-2-3|><|olive|><|cylinder|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|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|><|silver|><|container|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|local-0-0|><|azure|><|triangular prism|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|18-5|><|local-2-3|> with height 1\nTarget Placement Location: <|blue|><|container|> at <|5-6|><|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: <|5-6|><|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 <|olive|><|cylinder|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|18-5|>\", \"<|local-2-3|>\", 11, 0, 60, 90, 1]\nStep 2: [\"<|18-5|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|18-5|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|18-5|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|5-6|>\", \"<|local-3-2|>\", 12, 0, 60, 90, 0]\nStep 6: [\"<|5-6|>\", \"<|local-3-2|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|5-6|>\", \"<|local-3-2|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|star|>": ["<|18-23|><|local-3-1|>", 30]}] | [{"<|navy|><|container|>": ["<|17-14|><|local-0-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|navy|><|star|> found at <|18-23|><|local-3-1|> with height 30
Target Placement Location: <|navy|><|container|> at <|17-14|><|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: <|17-14|><|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 <|navy|><|star|> into <|navy|><|container|>.
| [{"navy-container": [68, 57, 19]}, {"navy-star": [75, 93, 30]}, {"lime-container": [57, 57, 27]}, {"rose-star": [41, 27, 2]}, {"blue-container": [74, 19, 7]}, {"olive-cylinder": [91, 32, 3]}] | Pick up the navy star and place it into the navy container | [
[
75,
93,
40,
0,
60,
90,
1
],
[
75,
93,
0,
0,
60,
90,
1
],
[
75,
93,
0,
0,
60,
90,
0
],
[
75,
93,
40,
0,
60,
90,
0
],
[
68,
57,
40,
0,
60,
90,
0
],
[
68,
57,
19,
0,
60,
90,
0
],
[
68,
57,
19,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|container|>\": 19, \"<|navy|><|star|>\": 30, \"<|lime|><|container|>\": 27, \"<|rose|><|star|>\": 2, \"<|blue|><|container|>\": 7, \"<|olive|><|cylinder|>\": 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 navy star and place it into the navy container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|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-1-3|><|rose|><|star|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|local-1-1|><|lime|><|container|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|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-0-1|><|navy|><|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|><|local-2-3|><|blue|><|container|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|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-3-1|><|navy|><|star|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|local-3-0|><|olive|><|cylinder|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|18-23|><|local-3-1|> with height 30\nTarget Placement Location: <|navy|><|container|> at <|17-14|><|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: <|17-14|><|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 <|navy|><|star|> into <|navy|><|container|>.\n\n</think>\n\nStep 1: [\"<|18-23|>\", \"<|local-3-1|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|18-23|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|18-23|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|18-23|>\", \"<|local-3-1|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|17-14|>\", \"<|local-0-1|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|17-14|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|17-14|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cube|>": ["<|23-23|><|local-2-2|>", 18]}] | [{"<|purple|><|container|>": ["<|20-16|><|local-0-1|>", 20]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cube|> found at <|23-23|><|local-2-2|> with height 18
Target Placement Location: <|purple|><|container|> at <|20-16|><|local-0-1|> with height 20
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: <|20-16|><|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 <|cyan|><|cube|> into <|purple|><|container|>.
| [{"azure-moon": [10, 87, 14]}, {"cyan-cube": [94, 94, 18]}, {"purple-container": [80, 65, 20]}, {"navy-container": [68, 96, 5]}, {"teal-triangular prism": [11, 39, 14]}, {"red-container": [49, 42, 27]}] | Pick up the cube and place it into the purple container | [
[
94,
94,
28,
0,
60,
90,
1
],
[
94,
94,
0,
0,
60,
90,
1
],
[
94,
94,
0,
0,
60,
90,
0
],
[
94,
94,
28,
0,
60,
90,
0
],
[
80,
65,
28,
0,
60,
90,
0
],
[
80,
65,
20,
0,
60,
90,
0
],
[
80,
65,
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: {\"<|azure|><|moon|>\": 14, \"<|cyan|><|cube|>\": 18, \"<|purple|><|container|>\": 20, \"<|navy|><|container|>\": 5, \"<|teal|><|triangular prism|>\": 14, \"<|red|><|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 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|><|local-3-3|><|teal|><|triangular prism|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|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|><|azure|><|moon|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|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-1-2|><|red|><|container|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|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-0-0|><|navy|><|container|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|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-0-1|><|purple|><|container|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|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|><|cyan|><|cube|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|cube|> found at <|23-23|><|local-2-2|> with height 18\nTarget Placement Location: <|purple|><|container|> at <|20-16|><|local-0-1|> with height 20\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: <|20-16|><|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 <|cyan|><|cube|> into <|purple|><|container|>.\n\n</think>\n\nStep 1: [\"<|23-23|>\", \"<|local-2-2|>\", 28, 0, 60, 90, 1]\nStep 2: [\"<|23-23|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-23|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-23|>\", \"<|local-2-2|>\", 28, 0, 60, 90, 0]\nStep 5: [\"<|20-16|>\", \"<|local-0-1|>\", 28, 0, 60, 90, 0]\nStep 6: [\"<|20-16|>\", \"<|local-0-1|>\", 20, 0, 60, 90, 0]\nStep 7: [\"<|20-16|>\", \"<|local-0-1|>\", 20, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|cylinder|>": ["<|14-23|><|local-1-2|>", 8]}] | [{"<|green|><|container|>": ["<|2-5|><|local-1-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|rose|><|cylinder|> found at <|14-23|><|local-1-2|> with height 8
Target Placement Location: <|green|><|container|> at <|2-5|><|local-1-1|> 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: <|2-5|><|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 <|rose|><|cylinder|> into <|green|><|container|>.
| [{"green-cylinder": [31, 8, 28]}, {"rose-cylinder": [57, 94, 8]}, {"green-container": [9, 21, 17]}, {"silver-container": [47, 31, 28]}, {"olive-container": [80, 11, 10]}] | Pick up the rose cylinder and place it into the green container | [
[
57,
94,
18,
0,
60,
90,
1
],
[
57,
94,
0,
0,
60,
90,
1
],
[
57,
94,
0,
0,
60,
90,
0
],
[
57,
94,
18,
0,
60,
90,
0
],
[
9,
21,
18,
0,
60,
90,
0
],
[
9,
21,
17,
0,
60,
90,
0
],
[
9,
21,
17,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|green|><|cylinder|>\": 28, \"<|rose|><|cylinder|>\": 8, \"<|green|><|container|>\": 17, \"<|silver|><|container|>\": 28, \"<|olive|><|container|>\": 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 rose cylinder 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|><|local-1-1|><|green|><|container|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|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|><|green|><|cylinder|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\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-3-3|><|silver|><|container|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|local-1-2|><|rose|><|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|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|local-0-3|><|olive|><|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: <|rose|><|cylinder|> found at <|14-23|><|local-1-2|> with height 8\nTarget Placement Location: <|green|><|container|> at <|2-5|><|local-1-1|> 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: <|2-5|><|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 <|rose|><|cylinder|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|14-23|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|14-23|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|14-23|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|14-23|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|2-5|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|2-5|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 0]\nStep 7: [\"<|2-5|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cylinder|>": ["<|16-4|><|local-2-3|>", 28]}] | [{"<|blue|><|container|>": ["<|17-18|><|local-0-3|>", 15]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cylinder|> found at <|16-4|><|local-2-3|> with height 28
Target Placement Location: <|blue|><|container|> at <|17-18|><|local-0-3|> 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: <|17-18|><|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 <|azure|><|cylinder|> into <|blue|><|container|>.
| [{"azure-cylinder": [66, 19, 28]}, {"olive-star": [33, 37, 26]}, {"rose-triangular prism": [90, 76, 8]}, {"lime-container": [62, 89, 4]}, {"blue-container": [68, 75, 15]}, {"white-cube": [74, 32, 5]}, {"purple-triangular prism": [62, 24, 5]}] | Pick up the azure cylinder and place it into the blue container | [
[
66,
19,
38,
0,
60,
90,
1
],
[
66,
19,
0,
0,
60,
90,
1
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[
66,
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90,
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[
66,
19,
38,
0,
60,
90,
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],
[
68,
75,
38,
0,
60,
90,
0
],
[
68,
75,
15,
0,
60,
90,
0
],
[
68,
75,
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: {\"<|azure|><|cylinder|>\": 28, \"<|olive|><|star|>\": 26, \"<|rose|><|triangular prism|>\": 8, \"<|lime|><|container|>\": 4, \"<|blue|><|container|>\": 15, \"<|white|><|cube|>\": 5, \"<|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: Pick up the azure cylinder and place it into the blue container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|local-1-1|><|olive|><|star|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|local-2-0|><|purple|><|triangular prism|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|local-2-1|><|lime|><|container|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|local-2-3|><|azure|><|cylinder|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|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-0-3|><|blue|><|container|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|local-2-0|><|white|><|cube|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|local-2-0|><|rose|><|triangular prism|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|16-4|><|local-2-3|> with height 28\nTarget Placement Location: <|blue|><|container|> at <|17-18|><|local-0-3|> 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: <|17-18|><|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 <|azure|><|cylinder|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|16-4|>\", \"<|local-2-3|>\", 38, 0, 60, 90, 1]\nStep 2: [\"<|16-4|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-4|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-4|>\", \"<|local-2-3|>\", 38, 0, 60, 90, 0]\nStep 5: [\"<|17-18|>\", \"<|local-0-3|>\", 38, 0, 60, 90, 0]\nStep 6: [\"<|17-18|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|17-18|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
Subsets and Splits