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The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
id: string
bucket: string
L: int64
format: string
r5rt_120b_rt7_r01_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rst7_r01_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_sv7d_r02_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_sv7d_r01_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rst7_r02_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: s
...
replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rt7_r01_u01: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_trx7_r01_u01: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_trx7_r00_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rst7_r01_u01: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
to
{'r5rt_120b_trx7_r00_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r00_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r01_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r01_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r02_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r02_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_rst7_r00_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('stri
...
Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_rt7_r02_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_rt7_r02_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r01_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r01_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r02_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r02_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}}
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
id: string
bucket: string
L: int64
format: string
r5rt_120b_rt7_r01_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rst7_r01_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_sv7d_r02_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_sv7d_r01_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rst7_r02_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: s
...
replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rt7_r01_u01: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_trx7_r01_u01: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_trx7_r00_u00: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
r5rt_120b_rst7_r01_u01: struct<cell: string, replicate: string, shard: string, genseed: int64, flags: string, case_select: s (... 25 chars omitted)
child 0, cell: string
child 1, replicate: string
child 2, shard: string
child 3, genseed: int64
child 4, flags: string
child 5, case_select: string
child 6, trace_exec: int64
to
{'r5rt_120b_trx7_r00_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r00_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r01_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r01_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r02_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_trx7_r02_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_rst7_r00_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('stri
...
Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_rt7_r02_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_rt7_r02_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r01_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r01_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r02_u00': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}, 'r5rt_120b_sv7d_r02_u01': {'cell': Value('string'), 'replicate': Value('string'), 'shard': Value('string'), 'genseed': Value('int64'), 'flags': Value('string'), 'case_select': Value('string'), 'trace_exec': Value('int64')}}
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.
Round-5 RT-cut (2026-08-19): repair-side self-verifier mechanisms
Motivated by the 08-19 returns: evidence-side mechanisms are saturated (labels +2.5pp -> 1 crack; disputes -> 1; property tests -> 1) while the one repair-side mechanism (tr7) converted a DIFFERENT problem set at equal rate. This cut targets conversion directly, with the seed-variance lesson applied: every arm runs 3 replicates (GENSEED 52004/62011/72019, the r5sv2 replicate values) and ships its own concurrent sv7d baseline.
| cell | mechanism |
|---|---|
trx7 |
instrumented-trace feedback: on a candidate's first failing test the (patched) probe harness re-executes it under sys.settrace and the repair prompt shows the last executed lines WITH variable changes (DebugRepair/TraceCoder-style runtime-state channel; env TRACE_EXEC=1) |
rst7 |
blocked-restart diversity injection: problems blocked >=50% for >=2 loops get a renderer-side RESTART round — only 4 failed parents shown + a structural-divergence directive (--blocked-restart) |
rt7 |
routed combo: pwsel base (--wb-pair --emit-order failcount --emit-top-k 20) + property validators on any-valid problems + blocked-restart + trace — each mechanism self-gates on problem state |
sv7d |
concurrent baseline, r01/r02 only (r00 = the completed priority run) |
22 units = (trx7/rst7/rt7 x r00-r02 + sv7d x r01-r02) x u00/u01 (the 295
screen slice; same problems/budgets/loop-0 as all sv cells). Runner:
run_shard_r5_rt.sh (same UNIT+RUN_DIR contract; it additionally exports
LCB_TRACE_EXEC and LCB_FB_RESTART from the unit env / restart file).
Minipatch = the D-cut minipatch + RT patches; everything opt-in, bit-identical
off. CPU validation: validate_rt.py (10 tests) + validate_abcd.py
(17-test regression) — run both after cloning, no GPU needed.
Analysis contract: compare cells as 3-seed means, paired per (replicate,
problem); never rank single seeds (measured: sv7d moved 34->26/589 across seed
contracts). Return whole RUN_DIRs incl. *.summary.jsonl, *.restart.jsonl,
fb_audit.jsonl (its blocks now may carry trace fields), selffb/,
metrics_loops.json.
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