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Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
budgets: struct<completion_tokens: int64, context_tokens: int64, cpu_floor_vcpus: int64, memory_gib: int64, r (... 163 chars omitted)
  child 0, completion_tokens: int64
  child 1, context_tokens: int64
  child 2, cpu_floor_vcpus: int64
  child 3, memory_gib: int64
  child 4, reset_wall_s: int64
  child 5, rollout_wall_s: int64
  child 6, tool_calls_per_minute: int64
  child 7, tool_calls_total: int64
  child 8, tool_wall_s: int64
  child 9, verifier_wall_s: int64
  child 10, workspace_gib: int64
domain: string
family: int64
family_slug: string
level: int64
split: string
task_id: string
observation: null
state: struct<additionalProperties: bool, properties: struct<episode_id: struct<anyOf: list<item: struct<ty (... 479 chars omitted)
  child 0, additionalProperties: bool
  child 1, properties: struct<episode_id: struct<anyOf: list<item: struct<type: string>>, default: null, description: strin (... 402 chars omitted)
      child 0, episode_id: struct<anyOf: list<item: struct<type: string>>, default: null, description: string, title: string>
          child 0, anyOf: list<item: struct<type: string>>
              child 0, item: struct<type: string>
                  child 0, type: string
          child 1, default: null
          child 2, description: string
          child 3, title: string
      child 1, step_count: struct<default: int64, description: string, title: string, type: string>
          child 0, default: int64
          child 1, description: string
          child 2
...
ng, type: string>
          child 0, default: int64
          child 1, title: string
          child 2, type: string
      child 5, done: struct<default: bool, title: string, type: string>
          child 0, default: bool
          child 1, title: string
          child 2, type: string
  child 2, title: string
  child 3, type: string
action: struct<additionalProperties: bool, description: string, properties: struct<metadata: struct<addition (... 286 chars omitted)
  child 0, additionalProperties: bool
  child 1, description: string
  child 2, properties: struct<metadata: struct<additionalProperties: bool, description: string, title: string, type: string (... 158 chars omitted)
      child 0, metadata: struct<additionalProperties: bool, description: string, title: string, type: string>
          child 0, additionalProperties: bool
          child 1, description: string
          child 2, title: string
          child 3, type: string
      child 1, tool: struct<description: string, title: string, type: string>
          child 0, description: string
          child 1, title: string
          child 2, type: string
      child 2, args: struct<additionalProperties: bool, description: string, title: string, type: string>
          child 0, additionalProperties: bool
          child 1, description: string
          child 2, title: string
          child 3, type: string
  child 3, required: list<item: string>
      child 0, item: string
  child 4, title: string
  child 5, type: string
to
{'action': {'additionalProperties': Value('bool'), 'description': Value('string'), 'properties': {'metadata': {'additionalProperties': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'tool': {'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'args': {'additionalProperties': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}}, 'required': List(Value('string')), 'title': Value('string'), 'type': Value('string')}, 'observation': {'additionalProperties': Value('bool'), 'description': Value('string'), 'properties': {'done': {'default': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'reward': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'metadata': {'additionalProperties': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'task': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'tools': {'anyOf': List(Json(decode=True)), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'reply_format': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'ok': {'anyOf': List({'type': Value('string')}), 
...
uncated': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'bytes_total': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'next_start': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'step': {'default': Value('int64'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'calls_left': {'default': Value('int64'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}}, 'title': Value('string'), 'type': Value('string')}, 'state': {'additionalProperties': Value('bool'), 'properties': {'episode_id': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'step_count': {'default': Value('int64'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'task_id': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'title': Value('string')}, 'family': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'title': Value('string')}, 'calls_left': {'default': Value('int64'), 'title': Value('string'), 'type': Value('string')}, 'done': {'default': Value('bool'), 'title': Value('string'), 'type': Value('string')}}, 'title': Value('string'), 'type': Value('string')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2951, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2461, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2486, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 547, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 430, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_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 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              budgets: struct<completion_tokens: int64, context_tokens: int64, cpu_floor_vcpus: int64, memory_gib: int64, r (... 163 chars omitted)
                child 0, completion_tokens: int64
                child 1, context_tokens: int64
                child 2, cpu_floor_vcpus: int64
                child 3, memory_gib: int64
                child 4, reset_wall_s: int64
                child 5, rollout_wall_s: int64
                child 6, tool_calls_per_minute: int64
                child 7, tool_calls_total: int64
                child 8, tool_wall_s: int64
                child 9, verifier_wall_s: int64
                child 10, workspace_gib: int64
              domain: string
              family: int64
              family_slug: string
              level: int64
              split: string
              task_id: string
              observation: null
              state: struct<additionalProperties: bool, properties: struct<episode_id: struct<anyOf: list<item: struct<ty (... 479 chars omitted)
                child 0, additionalProperties: bool
                child 1, properties: struct<episode_id: struct<anyOf: list<item: struct<type: string>>, default: null, description: strin (... 402 chars omitted)
                    child 0, episode_id: struct<anyOf: list<item: struct<type: string>>, default: null, description: string, title: string>
                        child 0, anyOf: list<item: struct<type: string>>
                            child 0, item: struct<type: string>
                                child 0, type: string
                        child 1, default: null
                        child 2, description: string
                        child 3, title: string
                    child 1, step_count: struct<default: int64, description: string, title: string, type: string>
                        child 0, default: int64
                        child 1, description: string
                        child 2
              ...
              ng, type: string>
                        child 0, default: int64
                        child 1, title: string
                        child 2, type: string
                    child 5, done: struct<default: bool, title: string, type: string>
                        child 0, default: bool
                        child 1, title: string
                        child 2, type: string
                child 2, title: string
                child 3, type: string
              action: struct<additionalProperties: bool, description: string, properties: struct<metadata: struct<addition (... 286 chars omitted)
                child 0, additionalProperties: bool
                child 1, description: string
                child 2, properties: struct<metadata: struct<additionalProperties: bool, description: string, title: string, type: string (... 158 chars omitted)
                    child 0, metadata: struct<additionalProperties: bool, description: string, title: string, type: string>
                        child 0, additionalProperties: bool
                        child 1, description: string
                        child 2, title: string
                        child 3, type: string
                    child 1, tool: struct<description: string, title: string, type: string>
                        child 0, description: string
                        child 1, title: string
                        child 2, type: string
                    child 2, args: struct<additionalProperties: bool, description: string, title: string, type: string>
                        child 0, additionalProperties: bool
                        child 1, description: string
                        child 2, title: string
                        child 3, type: string
                child 3, required: list<item: string>
                    child 0, item: string
                child 4, title: string
                child 5, type: string
              to
              {'action': {'additionalProperties': Value('bool'), 'description': Value('string'), 'properties': {'metadata': {'additionalProperties': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'tool': {'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'args': {'additionalProperties': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}}, 'required': List(Value('string')), 'title': Value('string'), 'type': Value('string')}, 'observation': {'additionalProperties': Value('bool'), 'description': Value('string'), 'properties': {'done': {'default': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'reward': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'metadata': {'additionalProperties': Value('bool'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'task': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'tools': {'anyOf': List(Json(decode=True)), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'reply_format': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'ok': {'anyOf': List({'type': Value('string')}), 
              ...
              uncated': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'bytes_total': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'next_start': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'step': {'default': Value('int64'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'calls_left': {'default': Value('int64'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}}, 'title': Value('string'), 'type': Value('string')}, 'state': {'additionalProperties': Value('bool'), 'properties': {'episode_id': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'description': Value('string'), 'title': Value('string')}, 'step_count': {'default': Value('int64'), 'description': Value('string'), 'title': Value('string'), 'type': Value('string')}, 'task_id': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'title': Value('string')}, 'family': {'anyOf': List({'type': Value('string')}), 'default': Value('null'), 'title': Value('string')}, 'calls_left': {'default': Value('int64'), 'title': Value('string'), 'type': Value('string')}, 'done': {'default': Value('bool'), 'title': Value('string'), 'type': Value('string')}}, 'title': Value('string'), 'type': Value('string')}}
              because column names don't match

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OpenEnv Arena environment: procedural tool-use tasks

One OpenEnv server serving procedurally generated tasks. Each episode is a multi-turn JSON tool conversation (ls, read, grep, python, write, submit, finish) in a fresh workspace. Instances are generated at reset from a time-bucketed seed, so the tasks are data inside the image, not files in this dataset.

Reward

The terminal reward is 0.6 * (fraction of graded parts correct) + 0.4 * (all parts correct), in [0, 1]. Tampering with protected files, or writing nothing, scores 0. The grader runs server-side and the answers are never in the workspace.

Provenance

  • Source commit: 46d81ddd511d02536ef7405573cdd853c91c22aa
  • Image reference at build time: ghcr.io/distributedstatemachine/arena-env:m2-c (variant A)

Tasks

task_id domain family level
f1-industrial industrial-physical-systems late_caveat 3
f1-office office-white-collar late_caveat 3
f1-security cybersecurity late_caveat 3
f1-software software-engineering late_caveat 3
f2-industrial industrial-physical-systems false_premise 5
f2-media media-content-production false_premise 4
f2-office office-white-collar false_premise 4
f2-software software-engineering false_premise 4
f3-finance finance-economics compute 4
f3-industrial industrial-physical-systems compute 5
f3-media media-content-production compute 4
f3-office office-white-collar compute 3
f3-science natural-science compute 7
f4-finance finance-economics budget 4
f4-industrial industrial-physical-systems budget 7
f4-media media-content-production budget 5
f4-security cybersecurity budget 7
f4-software software-engineering budget 5
f5-finance finance-economics artifact 7
f5-media media-content-production artifact 5
f5-office office-white-collar artifact 7
f5-science natural-science artifact 7
f5-security cybersecurity artifact 6
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