OT Validated RL datasets
Collection
RL datasets (mostly agentic) that were validated with oracle solutions. Validation protocol: https://gist.github.com/marianna13/f9bc94d2ecb39c302c6c9b • 11 items • Updated
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
added: list<item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: st (... 6 chars omitted)
child 0, item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: string>
child 0, complexity: string
child 1, domain: string
child 2, solve_sha256: string
child 3, source: string
child 4, task: string
reason: string
removed: list<item: string>
child 0, item: string
seed: string
spares: list<item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: st (... 6 chars omitted)
child 0, item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: string>
child 0, complexity: string
child 1, domain: string
child 2, solve_sha256: string
child 3, source: string
child 4, task: string
runtime: string
attempts_per_arm: int64
exceptions_on_accepted_tasks: int64
evidence: list<item: string>
child 0, item: string
policy: string
selection_seed: string
negative_control_attempts: int64
negative_control_rejections: int64
accepted_task_count: int64
network: string
privilege: string
oracle_passes: int64
frozen_manifest_sha256: string
architecture: string
profile: string
oracle_attempts: int64
to
{'accepted_task_count': Value('int64'), 'architecture': Value('string'), 'attempts_per_arm': Value('int64'), 'evidence': List(Value('string')), 'exceptions_on_accepted_tasks': Value('int64'), 'frozen_manifest_sha256': Value('string'), 'negative_control_attempts': Value('int64'), 'negative_control_rejections': Value('int64'), 'network': Value('string'), 'oracle_attempts': Value('int64'), 'oracle_passes': Value('int64'), 'policy': Value('string'), 'privilege': Value('string'), 'profile': Value('string'), 'runtime': Value('string'), 'selection_seed': 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 2840, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2373, in __iter__
for key, pa_table in self._iter_arrow():
~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2398, 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 536, in _iter_arrow
for key, pa_table in iterator:
^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 419, 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
added: list<item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: st (... 6 chars omitted)
child 0, item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: string>
child 0, complexity: string
child 1, domain: string
child 2, solve_sha256: string
child 3, source: string
child 4, task: string
reason: string
removed: list<item: string>
child 0, item: string
seed: string
spares: list<item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: st (... 6 chars omitted)
child 0, item: struct<complexity: string, domain: string, solve_sha256: string, source: string, task: string>
child 0, complexity: string
child 1, domain: string
child 2, solve_sha256: string
child 3, source: string
child 4, task: string
runtime: string
attempts_per_arm: int64
exceptions_on_accepted_tasks: int64
evidence: list<item: string>
child 0, item: string
policy: string
selection_seed: string
negative_control_attempts: int64
negative_control_rejections: int64
accepted_task_count: int64
network: string
privilege: string
oracle_passes: int64
frozen_manifest_sha256: string
architecture: string
profile: string
oracle_attempts: int64
to
{'accepted_task_count': Value('int64'), 'architecture': Value('string'), 'attempts_per_arm': Value('int64'), 'evidence': List(Value('string')), 'exceptions_on_accepted_tasks': Value('int64'), 'frozen_manifest_sha256': Value('string'), 'negative_control_attempts': Value('int64'), 'negative_control_rejections': Value('int64'), 'network': Value('string'), 'oracle_attempts': Value('int64'), 'oracle_passes': Value('int64'), 'policy': Value('string'), 'privilege': Value('string'), 'profile': Value('string'), 'runtime': Value('string'), 'selection_seed': Value('string')}
because column names don't matchNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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Check out the documentation for more information.
Deterministic 1,000-task TMax legacy (short/moderate/complex) release validated under rootless native-aarch64 Apptainer with strict offline execution.
allenai/TMax-15K@e3ded940596cc611c9815684ba51a7e8ee0cffc9 (ODC-BY)laion/TMax-15K-Harbor@55a490a81eefcd0f183af6feedffc0691b74bf90tmax-legacy-1k-final1k-v1 (never uses target-model reward)data/tasks.tar.zst — agent-visible Harbor task trees (no oracle/truth)data/manifests/freeze-manifest.jsonl — exact 1,000 IDs, domains, complexitiesdata/manifests/exclusions.json — build/Gate-1 exclusionsprovenance/oracle-hashes.jsonl — content-addressed solve.sh / truth hashesvalidation/gate1-summary.json — aggregate Gate-1 evidenceGold solution/solve.sh and source truth are hash-pinned but not agent-visible.
Access the private oracle bundle under LAION ACL if you need replay scripts.
# hashes
sha256sum -c SHA256SUMS
# extract agent-visible tasks
tar --use-compress-program=zstd -xf data/tasks.tar.zst
Gate-1 profile: jupiter-apptainer-aarch64-offline-v1
(BRIDGE_APPTAINER_NETWORK=none, rootless Apptainer, 3× oracle + 3× no-op).