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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: 'unhandled_spatial:reorient' as a scalar of type double
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 784, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 795, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2015, in array_cast
                  return array.cast(pa_type)
                         ~~~~~~~~~~^^^^^^^^^
                File "pyarrow/array.pxi", line 1186, in pyarrow.lib.Array.cast
                File "/usr/local/lib/python3.14/site-packages/pyarrow/compute.py", line 414, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 604, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 399, in pyarrow._compute.Function.call
                  result = GetResultValue(
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: Failed to parse string: 'unhandled_spatial:reorient' as a scalar of type double
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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task_index
int64
task
string
episode_index
int64
split
string
skill_idx
int64
skill
string
skill_type
string
frame_start
int64
frame_end
int64
duration_s
float64
instruction
string
template
string
flags
null
merged_from_skill_idx
string
direction
null
theta_deg
null
object_id
string
manipulating_object_id
string
spatial_prefix
string
memory_prefix
string
1
picking_up_trash
304
train
7
place in
coordinated
1,596
1,651
1.83
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
12
preparing_lunch_box
2,412
train
3
place on next to
uncoordinated
868
907
1.3
Place the packing box on the burner to the right of the chopping board.
place_on_next_to
null
[]
null
null
[["packing_box_210", "burner_mjvqii_0", "chopping_board_211"]]
["packing_box_210"]
[["", "", "right"]]
[]
12
preparing_lunch_box
2,492
train
3
place on next to
uncoordinated
432
472
1.33
Place the packing box on the burner to the right of the chopping board.
place_on_next_to
null
[]
null
null
[["packing_box_210", "burner_mjvqii_0", "chopping_board_211"]]
["packing_box_210"]
[["", "", "right"]]
[]
12
preparing_lunch_box
2,577
train
3
place on next to
uncoordinated
789
836
1.57
Place the packing box on the burner to the right of the chopping board.
place_on_next_to
null
[]
null
null
[["packing_box_210", "burner_mjvqii_0", "chopping_board_211"]]
["packing_box_210"]
[["", "", "right"]]
[]
12
preparing_lunch_box
2,579
test
3
place on next to
uncoordinated
855
910
1.83
Place the packing box on the burner to the right of the chopping board.
place_on_next_to
null
[]
null
null
[["packing_box_210", "burner_mjvqii_0", "chopping_board_211"]]
["packing_box_210"]
[["", "", "right"]]
[]
12
preparing_lunch_box
2,581
train
3
place on next to
uncoordinated
638
674
1.2
Place the packing box on the burner to the right of the chopping board.
place_on_next_to
null
[]
null
null
[["packing_box_210", "burner_mjvqii_0", "chopping_board_211"]]
["packing_box_210"]
[["", "", "right"]]
[]
59
organizing_art_supplies
11,991
train
3
pick up from
uncoordinated
1,770
1,827
1.9
Pick up the marker from the desk.
pick_up_from
null
[]
null
null
[["marker", "desk"]]
["marker"]
[]
[]
67
boxing_food_after_dinner
13,465
train
9
place on
uncoordinated
3,243
3,289
1.53
Place the plate on the sink.
place_on
null
[]
null
null
[["plate", "sink"]]
["plate"]
[]
[]
67
boxing_food_after_dinner
13,485
train
6
pour
uncoordinated
2,689
2,730
1.37
Pour the taco from the plate into the tupperware.
pour
null
[]
null
null
[[["taco"], "plate", "tupperware"]]
["plate"]
[]
[]
67
boxing_food_after_dinner
13,566
train
4
place on
uncoordinated
1,894
1,909
0.5
Place the tupperware on the countertop.
place_on
null
[]
null
null
[["tupperware", "countertop"]]
["tupperware"]
[]
[]
67
boxing_food_after_dinner
13,566
train
19
pick up from
uncoordinated
4,821
4,880
1.97
Pick up the tupperware from the countertop.
pick_up_from
null
[]
null
null
[["tupperware", "countertop"]]
["tupperware"]
[]
[]
67
boxing_food_after_dinner
13,578
train
9
pour
uncoordinated
3,061
3,097
1.2
Pour the taco from the plate into the tupperware.
pour
null
[]
null
null
[[["taco"], "plate", "tupperware"]]
["plate"]
[]
[]
83
store_honey
16,710
train
3
place on
navigation
599
650
1.7
Place the chair on the floor.
place_on
null
[]
null
null
[["chair", "floors"]]
["chair"]
[]
[]
1
picking_up_trash
203
test
1
pick up from
uncoordinated
120
879
25.3
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
203
test
3
pick up from
uncoordinated
2,216
3,144
30.93
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
203
test
4
place in
coordinated
3,144
3,341
6.57
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
203
test
6
pick up from
uncoordinated
4,117
5,044
30.9
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
["the other"]
1
picking_up_trash
203
test
7
place in
coordinated
5,044
5,278
7.8
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
203
test
9
pick up from
uncoordinated
5,964
6,580
20.53
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
203
test
10
place in
coordinated
6,580
7,244
22.13
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
203
test
11
place on
uncoordinated
7,244
7,497
8.43
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
208
train
1
pick up from
uncoordinated
842
1,504
22.07
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
208
train
3
pick up from
uncoordinated
2,057
2,809
25.07
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
208
train
4
place in
coordinated
2,809
3,047
7.93
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
208
train
6
pick up from
uncoordinated
3,526
3,945
13.97
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
208
train
7
place in
coordinated
3,945
4,231
9.53
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
208
train
9
pick up from
uncoordinated
4,404
4,754
11.67
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
208
train
10
place in
coordinated
4,784
5,139
11.83
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
208
train
11
place on
uncoordinated
5,140
5,520
12.67
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
209
train
1
pick up from
uncoordinated
1,240
1,726
16.2
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
209
train
3
pick up from
uncoordinated
2,537
3,372
27.83
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
209
train
4
place in
coordinated
3,372
3,630
8.6
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
209
train
6
pick up from
uncoordinated
3,909
4,783
29.13
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
209
train
7
place in
coordinated
4,783
5,133
11.67
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
209
train
9
pick up from
uncoordinated
5,343
6,033
23
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
["the other"]
1
picking_up_trash
209
train
10
place in
coordinated
6,033
6,256
7.43
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
209
train
11
place on
uncoordinated
6,257
6,846
19.63
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
212
test
1
pick up from
uncoordinated
637
1,200
18.77
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
212
test
3
pick up from
uncoordinated
1,935
2,880
31.5
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
212
test
4
place in
coordinated
2,880
3,283
13.43
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
212
test
6
pick up from
uncoordinated
3,677
5,004
44.23
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
212
test
7
place in
coordinated
5,004
5,307
10.1
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
212
test
9
pick up from
uncoordinated
5,796
6,902
36.87
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
212
test
10
place in
coordinated
6,902
7,427
17.5
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
212
test
11
place on
uncoordinated
7,427
8,186
25.3
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
216
train
1
pick up from
uncoordinated
521
1,012
16.37
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
216
train
3
pick up from
uncoordinated
2,194
2,736
18.07
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
216
train
4
place in
coordinated
2,736
3,093
11.9
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
216
train
6
pick up from
uncoordinated
4,085
4,389
10.13
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
216
train
7
place in
coordinated
4,389
4,713
10.8
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
216
train
9
pick up from
uncoordinated
5,532
5,817
9.5
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
216
train
10
place in
coordinated
5,817
6,063
8.2
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
216
train
11
place on
uncoordinated
6,063
6,240
5.9
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
220
train
1
pick up from
uncoordinated
363
862
16.63
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
220
train
3
pick up from
uncoordinated
1,296
1,744
14.93
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
220
train
4
place in
coordinated
1,744
2,029
9.5
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
220
train
6
pick up from
uncoordinated
2,433
2,782
11.63
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
220
train
7
place in
coordinated
2,782
3,057
9.17
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
220
train
9
pick up from
uncoordinated
3,340
3,689
11.63
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
220
train
10
place in
coordinated
3,690
3,932
8.07
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
220
train
11
place on
uncoordinated
3,932
4,212
9.33
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
223
test
1
pick up from
uncoordinated
615
1,497
29.4
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
223
test
3
pick up from
uncoordinated
1,662
2,222
18.67
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
223
test
4
place in
coordinated
2,222
2,400
5.93
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
223
test
6
pick up from
uncoordinated
2,682
3,587
30.17
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
223
test
7
place in
coordinated
3,587
3,870
9.43
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
223
test
9
pick up from
uncoordinated
4,512
5,274
25.4
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
223
test
10
place in
coordinated
5,274
5,582
10.27
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
223
test
11
place on
uncoordinated
5,583
6,317
24.47
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
234
train
1
pick up from
uncoordinated
297
885
19.6
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
234
train
3
pick up from
uncoordinated
1,637
2,370
24.43
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
234
train
4
place in
coordinated
2,370
2,661
9.7
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
234
train
6
pick up from
uncoordinated
3,112
4,075
32.1
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
["the other"]
1
picking_up_trash
234
train
7
place in
coordinated
4,075
4,438
12.1
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
234
train
9
pick up from
uncoordinated
4,999
5,719
24
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
234
train
10
place in
coordinated
5,720
6,060
11.33
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
234
train
11
place on
uncoordinated
6,060
6,437
12.57
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
237
train
1
pick up from
uncoordinated
401
1,115
23.8
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
237
train
3
pick up from
uncoordinated
1,719
2,755
34.53
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
237
train
4
place in
coordinated
2,768
2,979
7.03
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
237
train
6
pick up from
uncoordinated
3,178
3,756
19.27
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
237
train
7
place in
coordinated
3,757
4,026
8.97
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
237
train
9
pick up from
uncoordinated
4,529
5,408
29.3
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
["the other"]
1
picking_up_trash
237
train
10
place in
coordinated
5,409
5,715
10.2
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
237
train
11
place on
uncoordinated
5,716
6,172
15.2
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
248
test
1
pick up from
uncoordinated
684
1,533
28.3
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
248
test
3
pick up from
uncoordinated
2,382
3,109
24.23
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
248
test
4
place in
coordinated
3,109
3,428
10.63
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
248
test
6
pick up from
uncoordinated
3,928
4,419
16.37
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
248
test
7
place in
coordinated
4,434
4,667
7.77
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
1
picking_up_trash
248
test
9
pick up from
uncoordinated
5,240
5,739
16.63
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
248
test
10
place in
coordinated
5,771
5,979
6.93
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
248
test
11
place on
uncoordinated
6,097
6,548
15.03
Place the trash can on the floor.
place_on
null
[]
null
null
[["trash_can_116", "floors_ulujpr_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
252
test
1
pick up from
uncoordinated
299
914
20.5
Pick up the trash can from the floor.
pick_up_from
null
[]
null
null
[["trash_can_116", "floors_zqjkvm_0"]]
["trash_can_116"]
[]
[]
1
picking_up_trash
252
test
3
pick up from
uncoordinated
1,329
2,300
32.37
Pick up the can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_114", "floors_ulujpr_0"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
252
test
4
place in
coordinated
2,301
2,486
6.17
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_114", "trash_can_116"]]
["can_of_soda_114"]
[]
[]
1
picking_up_trash
252
test
6
pick up from
uncoordinated
2,597
3,366
25.63
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_115", "floors_ulujpr_0"]]
["can_of_soda_115"]
[]
["the other"]
1
picking_up_trash
252
test
7
place in
coordinated
3,366
3,611
8.17
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_115", "trash_can_116"]]
["can_of_soda_115"]
[]
[]
1
picking_up_trash
252
test
9
pick up from
uncoordinated
3,985
4,526
18.03
Pick up the other can of soda from the floor.
pick_up_from
null
[]
null
null
[["can_of_soda_113", "floors_ulujpr_0"]]
["can_of_soda_113"]
[]
["the other"]
1
picking_up_trash
252
test
10
place in
coordinated
4,526
4,705
5.97
Place the can of soda in the trash can.
place_in
null
[]
null
null
[["can_of_soda_113", "trash_can_116"]]
["can_of_soda_113"]
[]
[]
End of preview.

BEHAVIOR-1K manip12 (r30) skill-segment dataset

A 12-task subset of the BEHAVIOR-1K 2026 Challenge demonstrations (behavior-1k/2026-challenge-demos, R1 Pro robot, OmniGibson), re-cut into manipulation skill segments and converted to LeRobot v2.1 format. It is the training and offline-evaluation data used in our manip12 experiments.

Source data: https://huggingface.co/datasets/behavior-1k/2026-challenge-demos (MIT). This repository redistributes a derived subset under the same MIT license.

Contents

Path What
lerobot/b1k_r1pro.<task>/ One LeRobot v2.1 dataset per task (12 total): meta/, data/chunk-000/*.parquet, videos/chunk-000/{observation.images.head,observation.images.wrist_left,observation.images.wrist_right}/*.mp4
manifests/b1k_split.json Train/test split per task: segment episode indices, task instruction, segment-to-source-demo map (episode_to_demo)
manifests/convert_report.json Per-segment frame counts and conversion status (head stream)
manifests/convert_report_wrist_left_wrist_right.json Same for the two wrist streams (added 2026-10-19)
meta/selection_episodes.csv The 480 source demos (360 train / 120 test): source episode_index, task_index, raw_episode_id, task_instance_id, split
meta/subtask_instructions_train/ Skill-segment schedules used to cut the training/test segments (train_min60.csv, test_min60.csv, dropped segments, templates)
meta/subtask_instructions_e2e_eval/ Full schedules including move-to subtasks, used by our end-to-end simulator evaluation harness

Tasks and split

Demos were sampled at random from the source dataset: 30 train demos per task (rng seed 0) and 10 disjoint test demos per task (rng seed 1). Each demo was cut at the annotated skill boundaries; every move to (navigation) segment was dropped and segments shorter than 60 frames were removed. Each remaining segment is one LeRobot episode. Frame rate 30 fps.

task_index task segments train / test frames
1 picking_up_trash 239 / 80 121,306
10 set_up_a_coffee_station_in_your_kitchen 286 / 97 158,995
12 preparing_lunch_box 442 / 149 239,764
19 outfit_a_basic_toolbox 412 / 138 392,692
28 getting_organized_for_work 830 / 268 513,516
53 tidying_living_room 311 / 102 313,182
55 re_shelving_library_books 355 / 119 215,925
59 organizing_art_supplies 299 / 100 171,176
67 boxing_food_after_dinner 415 / 141 188,746
83 store_honey 293 / 100 141,487
84 tidying_bathroom 330 / 110 298,681
89 installing_a_fax_machine 120 / 40 72,511
total 4,332 / 1,444 2,827,981 (26.2 h)

Train and test segments live in the same per-task dataset; use manifests/b1k_split.json (train_episode_indices / test_episode_indices) to separate them. Test demos are the ones we evaluate on in simulation.

Features (per task dataset)

key dtype shape notes
observation.images.head video (mp4) 384 × 384 × 3 source observation.rgb.zed_link_camera_0 (720 px head camera) resized to 384 × 384
observation.images.wrist_left video (mp4) 384 × 384 × 3 source observation.rgb.left_realsense_link_camera_0 (480 px left wrist camera) resized to 384 × 384, same frames as the head stream
observation.images.wrist_right video (mp4) 384 × 384 × 3 source observation.rgb.right_realsense_link_camera_0 (480 px right wrist camera) resized to 384 × 384, same frames as the head stream
observation.state float32 [23] joint state in the action layout (see below), derived from the 61-D source state
action float32 [23] source action, unchanged
timestamp, frame_index, episode_index, index, task_index standard LeRobot fields

23-D layout (state and action): base_vx, base_vy, base_wz, torso_1..4, left_arm_1..7, left_gripper, right_arm_1..7, right_gripper. For the state, each gripper value is the mean of the two finger joints of that gripper.

Language: each segment carries the task-level instruction in meta/tasks.jsonl; per-segment skill instructions (e.g. "Pick up the trash can from the floor.") are in meta/subtask_instructions_train/*.csv, keyed by source episode_index and skill_idx.

Not included

  • Depth, segmentation and the other source observation streams.
  • Navigation (move to) segments.
  • Raw simulator HDF5 files needed to replay a demo in OmniGibson (available in behavior-1k/2026-challenge-rawdata; our test demos are listed in meta/selection_episodes.csv with their raw_episode_id).

Citation

Please cite the BEHAVIOR-1K benchmark and challenge dataset when using this data.

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