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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 5 new columns ({'delta', 'final_freq', 'feature_id', 'max_act', 'base_freq'}) and 6 missing columns ({'max_decrease', 'features_dec_1pct', 'max_increase', 'stage', 'features_inc_1pct', 'mean_abs_change'}).
This happened while the csv dataset builder was generating data using
hf://datasets/jakelipner/rl-checkpoint-analysis/layer18_top_dec.csv (at revision 14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd), ['hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer18_summary.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer18_top_dec.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer18_top_inc.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer23_summary_v2.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer23_top_dec_v2.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer23_top_inc_v2.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._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
feature_id: int64
base_freq: double
final_freq: double
delta: double
max_act: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 861
to
{'stage': Value('string'), 'features_inc_1pct': Value('int64'), 'features_dec_1pct': Value('int64'), 'max_increase': Value('float64'), 'max_decrease': Value('float64'), 'mean_abs_change': Value('float64')}
because column names don't match
During handling of the above exception, another exception occurred:
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 1683, 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 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 5 new columns ({'delta', 'final_freq', 'feature_id', 'max_act', 'base_freq'}) and 6 missing columns ({'max_decrease', 'features_dec_1pct', 'max_increase', 'stage', 'features_inc_1pct', 'mean_abs_change'}).
This happened while the csv dataset builder was generating data using
hf://datasets/jakelipner/rl-checkpoint-analysis/layer18_top_dec.csv (at revision 14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd), ['hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer18_summary.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer18_top_dec.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer18_top_inc.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer23_summary_v2.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer23_top_dec_v2.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis@14cbfb1bc1e7cd6d13bb084d5878d1fc66adb7bd/layer23_top_inc_v2.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
stage string | features_inc_1pct int64 | features_dec_1pct int64 | max_increase float64 | max_decrease float64 | mean_abs_change float64 |
|---|---|---|---|---|---|
ppo_step10 | 0 | 0 | 0.000022 | -0.000022 | 0 |
ppo_step30 | 0 | 0 | 0.000202 | -0.001324 | 0 |
ppo_step50 | 0 | 0 | 0.000269 | -0.001503 | 0 |
ppo_step80 | 0 | 0 | 0.000314 | -0.001458 | 0 |
ppo_step116 | 0 | 0 | 0.000292 | -0.002199 | 0 |
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End of preview.
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RL checkpoint analysis — status
Current / use this: layer23_analysis_v2.pt, layer23_summary_v2.csv,
layer23_top_inc_v2.csv, layer23_top_dec_v2.csv
Computed with the vetted layer 23 SAE (l0=5e-4), live-features-only masking.
Superseded, do not use: layer23_analysis.pt
Computed on an earlier non-qualifying SAE checkpoint. Numbers here (e.g. the
5800x drift ratio) do not match the current best estimate (~9000x, live-features-only).
Layer 18 files (layer18_*) are unaffected and remain current.
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