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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    IndexError
Message:      list index out of range
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1859, in _prepare_split_single
                  original_shard_lengths[original_shard_id] += len(table)
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^
              IndexError: list index out of range
              
              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 1880, 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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t
float64
leg
int64
reason
string
contact_pair
list
contact_kind
string
leg_phase
float64
armed
null
cooldown_remaining
float64
1.31
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.312
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.314
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.316
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.318
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.32
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.322
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.324
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.326
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.328
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.33
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.332
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.334
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.336
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.338
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.338
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.34
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.34
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.342
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.342
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.344
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.344
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.346
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.346
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.348
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.348
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.35
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.35
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.352
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.352
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
5.34
null
0
1.354
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.356
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.358
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.36
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.362
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.364
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.366
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.368
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.37
1
R4_LOAD_HOLD
[ "floor", "foot1" ]
floor
5.35
null
0
1.392
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.394
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.396
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.398
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.4
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.402
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.404
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.406
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.408
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.41
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.412
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.414
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.416
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.418
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.42
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.422
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.424
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.426
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.428
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.43
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.432
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.434
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.436
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.438
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.44
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.442
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.444
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.446
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.448
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.45
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.452
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.454
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.456
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.458
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.46
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.462
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.464
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.466
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.468
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.47
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.472
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.474
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.476
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.478
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.48
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.482
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.484
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.486
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.488
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.49
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.492
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.494
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.496
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.498
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.5
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.502
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.504
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
6.26
null
0
1.504
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.506
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
6.26
null
0
1.506
5
R4_LOAD_HOLD
[ "floor", "foot5" ]
floor
5.77
null
0
1.508
3
R4_LOAD_HOLD
[ "floor", "foot3" ]
floor
6.26
null
0
End of preview.

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

Verified measurements — schema 2 (2026-09-27)

The latest verified runs are in runs/2026-09-27-schema2. See the results, summary, and manifest with code and artifact SHA256.

This revision fixes the definition of body tilt, separates peak and final body drop, and distinguishes reflex episode starts from active output ticks. False positives are labelled only for the flat no-reflex oracle; obstacle/gap values are null. R4 has 108 starts and 10,544 active ticks on flat, not 10,544 triggers. Peak body drop in B03 is 156.0 mm for BASE and 24.6 mm for R3v2.

All nine 20-second trials were run with Python 3.11.16, NumPy 2.4.6 and MuJoCo 3.14.0 on code revision 62ce2a97eb44c3a06cdd4172591eb2e724684bbc (seed 42). There is no neural checkpoint in these analytic controller runs. Event JSONL does not contain a complete kinematic trajectory or video.

The original root-level files and the historical results below are preserved. Their false_events outside flat and max_tilt_deg are not valid measurements; their body_drop_mm is final drop, not peak drop. Use the schema 2 files for current comparisons.

MUKHTAR-Bench v1

Воспроизводимые бенчмарки рефлекторного слоя ARGOS-MUKHTAR (шестиногий робот, MuJoCo, 6 ног × 3 сустава).

Все прогоны детерминированы (MuJoCo без стохастики), seed=42 декларируется для воспроизводимости. Контроллеры: A (CPGGaitController, эталонный синус-CPG), Б (SineContactController, контактная обратная связь), рефлексы поверх Б: R1b foot-catch, R3 v2 searching (AMOS II prediction error), R4 v2 load-coordination (experimental).

Файлы

  • summary.json — агрегат всех прогонов: distance_m, fell, false_events, body_drop_mm, min_foot_z_mm, max_tilt_deg, net_progress, time_to_first_search_s, search_duration_ms, ground_found, r4_holds, …
  • {bench}_{controller}_events.jsonl — по строке на событие рефлекса: t, leg, reason, contact_pair, contact_kind, leg_phase, armed, cooldown_remaining.
  • scenarios.md — геометрии сцен и параметры прогонов.

Результаты (27.09.2026, нода Coral)

Bench Контроллер distance_m fell события
B01-flat BASE 1.260 0 0
B01-flat R1b 1.260 0 0
B01-flat R3v2 1.260 0 0
B01-flat R4 (exp) 0.887 0 10544 (deadlock)
B02-footcatch12 BASE 0.486 0 0 (застрял)
B02-footcatch12 R1b 1.238 0 9 R1B_FOOT_CATCH
B03-gap20 BASE 0.939 1 0 (просадка 152 мм)
B03-gap20 R3v2 0.987 0 1911 (search+retract)
B03-gap20 R1b+R3v2 1.190 0 730

Статусы MUKHTAR-Bench v1

  • B01-flat — confirmed (ложных 0 у R1b/R3v2)
  • B02-footcatch12 — confirmed (R1b: 0.486 → 1.238, проход)
  • B03-gap20 — confirmed (R3 v2: fell 1→0, просадка 152→19 мм)
  • B04-rough4_10 — planned
  • B05-turn — planned (T2 steering)
  • B06-stuck — planned (recovery)
  • B07-cpg-ko — материалы готовы (cpg_m0: KO DNg100/E1/E2/I1/I2/I1+I2), полноценный bench planned
  • B08-cpg-prc — planned (cpg_prc.py на ноде)
  • B09-six-cpg — planned (все 6 MaleCNS-модулей)
  • B10-looming — future (visual escape, LC16→MDN)

Известные отрицательные результаты (честно)

  • R4 v2 load-hold: deadlock на походке Б (активный lift-off не даёт разгрузки до подъёма) — flat 1.26→0.887 м. Не принят в stable.
  • R1a tibia-stumble: на текущей геометрии тибия не достаёт до препятствий (скан 12–28 мм: 0 контактов); off по умолчанию.
  • Global neural metronome + I2 phase reset: хуже baseline (локальная пертурбация ноги сбивала всю походку).
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