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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 12 new columns ({'Moorcheh Distance Only', 'Search_Server_Mean_ms', 'Qdrant', 'Moorcheh All', 'Search_Mean_ms', 'Pinecone (Search + Rerank)', 'Rerank_Mean_ms', 'Elasticsearch', 'Cohere (Rerank)', 'Provider', 'Pinecone (Search)', 'PGVector'}) and 5 missing columns ({'PGVector - Vector (Floating-Point)', 'Pinecone with Cohere - Vector (Floating-Point)', 'Qdrant - Vector (Floating-Point)', 'Elasticsearch - Vector (Floating-Point)', 'Moorcheh - Vector (Quantized)'}).
This happened while the csv dataset builder was generating data using
hf://datasets/moorcheh/mair-floating-point-vs-quantized-benchmarks/latency_vector_fp.csv (at revision d89003f1f9a5726a26414a586652b889c8ed8182)
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/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Dataset: string
Category: string
Dataset Size: int64
Provider: string
Search_Server_Mean_ms: double
Search_Mean_ms: double
Rerank_Mean_ms: double
Moorcheh Distance Only: double
Elasticsearch: double
PGVector: double
Qdrant: double
Moorcheh All: double
Pinecone (Search + Rerank): double
Pinecone (Search): double
Cohere (Rerank): double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2174
to
{'Dataset': Value('string'), 'Category': Value('string'), 'Dataset Size': Value('int64'), 'Moorcheh - Vector (Quantized)': Value('float64'), 'Elasticsearch - Vector (Floating-Point)': Value('float64'), 'Pinecone with Cohere - Vector (Floating-Point)': Value('float64'), 'PGVector - Vector (Floating-Point)': Value('float64'), 'Qdrant - Vector (Floating-Point)': 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 1339, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 972, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
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 12 new columns ({'Moorcheh Distance Only', 'Search_Server_Mean_ms', 'Qdrant', 'Moorcheh All', 'Search_Mean_ms', 'Pinecone (Search + Rerank)', 'Rerank_Mean_ms', 'Elasticsearch', 'Cohere (Rerank)', 'Provider', 'Pinecone (Search)', 'PGVector'}) and 5 missing columns ({'PGVector - Vector (Floating-Point)', 'Pinecone with Cohere - Vector (Floating-Point)', 'Qdrant - Vector (Floating-Point)', 'Elasticsearch - Vector (Floating-Point)', 'Moorcheh - Vector (Quantized)'}).
This happened while the csv dataset builder was generating data using
hf://datasets/moorcheh/mair-floating-point-vs-quantized-benchmarks/latency_vector_fp.csv (at revision d89003f1f9a5726a26414a586652b889c8ed8182)
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.
Dataset string | Category string | Dataset Size int64 | Moorcheh - Vector (Quantized) float64 | Elasticsearch - Vector (Floating-Point) float64 | Pinecone with Cohere - Vector (Floating-Point) float64 | PGVector - Vector (Floating-Point) float64 | Qdrant - Vector (Floating-Point) float64 |
|---|---|---|---|---|---|---|---|
AILA2019-Statutes | Legal & Regulatory | 197 | 0.228303 | 0.222806 | 0.209694 | 0.2222 | 0.221341 |
Apple | API Documentation | 678 | 0.642484 | 0.63617 | 0.652698 | 0.6362 | 0.636662 |
AILA2019-Case | Legal & Regulatory | 2,914 | 0.137408 | 0.169442 | 0.112211 | 0.1693 | 0.169729 |
LeCaRDv2 | Legal & Regulatory | 3,000 | 0.661731 | 0.694548 | 0.540271 | 0.6938 | 0.696224 |
NFCorpus | Medical & Clinical | 3,633 | 0.361107 | 0.394753 | 0.360817 | 0.3947 | 0.393532 |
REGIR-UK2EU | Legal & Regulatory | 3,930 | 0.578363 | 0.667594 | 0.485664 | 0.6676 | 0.667251 |
HC3Finance | Financial | 3,933 | 0.400558 | 0.427735 | 0.378612 | 0.4277 | 0.432085 |
ConvFinQA | Financial | 6,503 | 0.742992 | 0.768612 | 0.78801 | 0.7691 | 0.764325 |
REGIR-EU2UK | Legal & Regulatory | 10,000 | 0.621456 | 0.641452 | 0.645327 | 0.6315 | 0.636338 |
FinQA | Financial | 11,865 | 0.683209 | 0.692795 | 0.740212 | 0.6816 | 0.6916 |
FinanceBench | Financial | 15,325 | 0.578197 | 0.673586 | 0.63823 | 0.6636 | 0.671871 |
LegalQuAD | Legal & Regulatory | 17,702 | 0.667329 | 0.684662 | 0.789092 | 0.6685 | 0.685607 |
ACORDAR | Legal & Regulatory | 31,589 | 0.308483 | 0.341478 | 0.301194 | 0.3402 | 0.321282 |
FiQA | Financial | 57,638 | 0.539874 | 0.56898 | 0.533496 | 0.5633 | 0.568467 |