Datasets:

justicedao
/

legal-ir-autoencoder-checkpoints

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
canonical_replacement_state: struct<compatibility_adapter: string, generalizable_entry_count: int64, merge_mode: string, path: st (... 325 chars omitted)
  child 0, compatibility_adapter: string
  child 1, generalizable_entry_count: int64
  child 2, merge_mode: string
  child 3, path: string
  child 4, size_bytes: int64
  child 5, source_count: int64
  child 6, source_paths: list<item: string>
      child 0, item: string
  child 7, source_records: list<item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric (... 100 chars omitted)
      child 0, item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric_schema: st (... 88 chars omitted)
          child 0, architecture: string
          child 1, backend: string
          child 2, cycles: int64
          child 3, merge_weight: double
          child 4, metric_schema: string
          child 5, path: string
          child 6, run_id: string
          child 7, score: double
          child 8, state_schema: string
          child 9, status: string
  child 8, total_merge_weight: double
canonical_source_state_paths: list<item: string>
  child 0, item: string
canonical_source_statuses: list<item: string>
  child 0, item: string
generated_at: timestamp[s]
runs: list<item: struct<cycles: int64, deprecated: bool, deprecation_reasons: list<item: string>, run_id:  (... 81 chars omitted)
  child 0, item: struct<cycles: int64, deprecated: bool, deprecation_reasons: 
...
nonical_state: struct<compatibility_adapter: string, generalizable_entry_count: int64, merge_mode: string, relative (... 98 chars omitted)
  child 0, compatibility_adapter: string
  child 1, generalizable_entry_count: int64
  child 2, merge_mode: string
  child 3, relative_path: string
  child 4, sha256: string
  child 5, size_bytes: int64
  child 6, source_count: int64
  child 7, total_merge_weight: double
checkpoint_id: string
source_records: list<item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric (... 100 chars omitted)
  child 0, item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric_schema: st (... 88 chars omitted)
      child 0, architecture: string
      child 1, backend: string
      child 2, cycles: int64
      child 3, merge_weight: double
      child 4, metric_schema: string
      child 5, path: string
      child 6, run_id: string
      child 7, score: double
      child 8, state_schema: string
      child 9, status: string
source_git_commit: string
deprecated_run_count: int64
reviewed_run_count: int64
files: list<item: struct<path: string, sha256: string, size_bytes: int64>>
  child 0, item: struct<path: string, sha256: string, size_bytes: int64>
      child 0, path: string
      child 1, sha256: string
      child 2, size_bytes: int64
repo_id: string
created_at_utc: string
source_repo_path: string
smoke_runs: list<item: string>
  child 0, item: string
source_git_status: string
to
{'canonical_state': {'compatibility_adapter': Value('string'), 'generalizable_entry_count': Value('int64'), 'merge_mode': Value('string'), 'relative_path': Value('string'), 'sha256': Value('string'), 'size_bytes': Value('int64'), 'source_count': Value('int64'), 'total_merge_weight': Value('float64')}, 'checkpoint_id': Value('string'), 'created_at_utc': Value('string'), 'deprecated_run_count': Value('int64'), 'files': List({'path': Value('string'), 'sha256': Value('string'), 'size_bytes': Value('int64')}), 'repo_id': Value('string'), 'reviewed_run_count': Value('int64'), 'smoke_runs': List(Value('string')), 'source_git_commit': Value('string'), 'source_git_status': Value('string'), 'source_records': List({'architecture': Value('string'), 'backend': Value('string'), 'cycles': Value('int64'), 'merge_weight': Value('float64'), 'metric_schema': Value('string'), 'path': Value('string'), 'run_id': Value('string'), 'score': Value('float64'), 'state_schema': Value('string'), 'status': Value('string')}), 'source_repo_path': 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 478, 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 2818, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2355, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2380, 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 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              canonical_replacement_state: struct<compatibility_adapter: string, generalizable_entry_count: int64, merge_mode: string, path: st (... 325 chars omitted)
                child 0, compatibility_adapter: string
                child 1, generalizable_entry_count: int64
                child 2, merge_mode: string
                child 3, path: string
                child 4, size_bytes: int64
                child 5, source_count: int64
                child 6, source_paths: list<item: string>
                    child 0, item: string
                child 7, source_records: list<item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric (... 100 chars omitted)
                    child 0, item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric_schema: st (... 88 chars omitted)
                        child 0, architecture: string
                        child 1, backend: string
                        child 2, cycles: int64
                        child 3, merge_weight: double
                        child 4, metric_schema: string
                        child 5, path: string
                        child 6, run_id: string
                        child 7, score: double
                        child 8, state_schema: string
                        child 9, status: string
                child 8, total_merge_weight: double
              canonical_source_state_paths: list<item: string>
                child 0, item: string
              canonical_source_statuses: list<item: string>
                child 0, item: string
              generated_at: timestamp[s]
              runs: list<item: struct<cycles: int64, deprecated: bool, deprecation_reasons: list<item: string>, run_id:  (... 81 chars omitted)
                child 0, item: struct<cycles: int64, deprecated: bool, deprecation_reasons: 
              ...
              nonical_state: struct<compatibility_adapter: string, generalizable_entry_count: int64, merge_mode: string, relative (... 98 chars omitted)
                child 0, compatibility_adapter: string
                child 1, generalizable_entry_count: int64
                child 2, merge_mode: string
                child 3, relative_path: string
                child 4, sha256: string
                child 5, size_bytes: int64
                child 6, source_count: int64
                child 7, total_merge_weight: double
              checkpoint_id: string
              source_records: list<item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric (... 100 chars omitted)
                child 0, item: struct<architecture: string, backend: string, cycles: int64, merge_weight: double, metric_schema: st (... 88 chars omitted)
                    child 0, architecture: string
                    child 1, backend: string
                    child 2, cycles: int64
                    child 3, merge_weight: double
                    child 4, metric_schema: string
                    child 5, path: string
                    child 6, run_id: string
                    child 7, score: double
                    child 8, state_schema: string
                    child 9, status: string
              source_git_commit: string
              deprecated_run_count: int64
              reviewed_run_count: int64
              files: list<item: struct<path: string, sha256: string, size_bytes: int64>>
                child 0, item: struct<path: string, sha256: string, size_bytes: int64>
                    child 0, path: string
                    child 1, sha256: string
                    child 2, size_bytes: int64
              repo_id: string
              created_at_utc: string
              source_repo_path: string
              smoke_runs: list<item: string>
                child 0, item: string
              source_git_status: string
              to
              {'canonical_state': {'compatibility_adapter': Value('string'), 'generalizable_entry_count': Value('int64'), 'merge_mode': Value('string'), 'relative_path': Value('string'), 'sha256': Value('string'), 'size_bytes': Value('int64'), 'source_count': Value('int64'), 'total_merge_weight': Value('float64')}, 'checkpoint_id': Value('string'), 'created_at_utc': Value('string'), 'deprecated_run_count': Value('int64'), 'files': List({'path': Value('string'), 'sha256': Value('string'), 'size_bytes': Value('int64')}), 'repo_id': Value('string'), 'reviewed_run_count': Value('int64'), 'smoke_runs': List(Value('string')), 'source_git_commit': Value('string'), 'source_git_status': Value('string'), 'source_records': List({'architecture': Value('string'), 'backend': Value('string'), 'cycles': Value('int64'), 'merge_weight': Value('float64'), 'metric_schema': Value('string'), 'path': Value('string'), 'run_id': Value('string'), 'score': Value('float64'), 'state_schema': Value('string'), 'status': Value('string')}), 'source_repo_path': Value('string')}
              because column names don't match

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Legal IR Autoencoder Checkpoints

This dataset stores checkpoint artifacts for the legal text -> formal logic IR autoencoder/Codex optimization loop.

Latest checkpoint in this upload: checkpoints/20260630T221836Z/.

state/legal-ir-autoencoder-canonical.state.json: canonical feature-level autoencoder warm-start state.
reports/: weight review, deprecation manifest, and consensus feature manifests.
scripts/review_autoencoder_weight_runs.py: script used to classify runs and build the canonical state.
smoke/: summaries/logs from short local smoke tests proving default canonical warm-start loading.
manifest.json: checksums, source run IDs, merge weights, and reproducibility metadata.

Canonical State

Source runs merged: 10
Reviewed runs: 24
Deprecated runs: 14
Merge mode: weighted_union
Reusable entries: 1205336
State SHA-256: 7236de26bd3d7f8414ffa04805f1b6e8a8849f9e0103cec6edb4985b911658be

The state is built through ModalAutoencoderTrainingState.load_json(path).generalizable_copy(), so it intentionally excludes sample-specific decoded embeddings, sample family logits, and applied TODO IDs.

Downloads last month: 13

Total file size:

400 MB

Legal IR Autoencoder Checkpoints

Contents

Canonical State