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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
id: int64
title: string
body: string
tags: string
embedding: list<element: list<element: double>>
  child 0, element: list<element: double>
      child 0, element: double
-- schema metadata --
pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 632
to
{'id': Value('string'), 'captions': List(Value('string')), 'image': Value('binary'), 'embedding': List(List(Value('float64')))}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1405, in compute_config_parquet_and_info_response
                  fill_builder_info(builder, hf_endpoint=hf_endpoint, hf_token=hf_token, validate=validate)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 578, in fill_builder_info
                  ) = retry_validate_get_features_num_examples_size_and_compression_ratio(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 497, in retry_validate_get_features_num_examples_size_and_compression_ratio
                  validate(pf)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 535, in validate
                  raise TooBigRowGroupsError(
              worker.job_runners.config.parquet_and_info.TooBigRowGroupsError: Parquet file has too big row groups. First row group has 601178194 which exceeds the limit of 300000000
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1815, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 692, in wrapped
                  for item in generator(*args, **kwargs):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/parquet/parquet.py", line 106, in _generate_tables
                  yield f"{file_idx}_{batch_idx}", self._cast_table(pa_table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/parquet/parquet.py", line 73, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: int64
              title: string
              body: string
              tags: string
              embedding: list<element: list<element: double>>
                child 0, element: list<element: double>
                    child 0, element: double
              -- schema metadata --
              pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 632
              to
              {'id': Value('string'), 'captions': List(Value('string')), 'image': Value('binary'), 'embedding': List(List(Value('float64')))}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1428, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 994, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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id
string
captions
list
image
unknown
embedding
list
1000268201_693b08cb0e.jpg
[ "A child in a pink dress is climbing up a set of stairs in an entry way .", "A girl going into a wooden building .", "A little girl climbing into a wooden playhouse .", "A little girl climbing the stairs to her playhouse .", "A little girl in a pink dress going into a wooden cabin ." ]
[ 255, 216, 255, 224, 0, 16, 74, 70, 73, 70, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 255, 254, 0, 12, 65, 112, 112, 108, 101, 77, 97, 114, 107, 10, 255, 219, 0, 67, 0, 8, 6, 6, 7, 6, 5, 8, 7, 7, 7, 9, 9, 8, 10, 12, 20, ...
[ [ -0.01344224251806736, -0.002123388694599271, 0.015848390758037567, 0.041980475187301636, 0.025555230677127838, -0.02635902352631092, -0.06283648312091827, -0.003673119004815817, 0.06129962205886841, 0.03335464373230934, 0.027983346953988075, -0.02743678353726864, ...
1001773457_577c3a7d70.jpg
["A black dog and a spotted dog are fighting","A black dog and a tri-colored dog playing with each o(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[0.03831616789102554,-0.10066545009613037,-0.0051313298754394054,0.00033650328987278044,-0.00574663(...TRUNCATED)
1002674143_1b742ab4b8.jpg
["A little girl covered in paint sits in front of a painted rainbow with her hands in a bowl .","A l(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[0.03516506776213646,-0.013806787319481373,-0.012252742424607277,0.02020930126309395,0.000222895978(...TRUNCATED)
1003163366_44323f5815.jpg
["A man lays on a bench while his dog sits by him .","A man lays on the bench to which a white dog i(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[0.007582810707390308,-0.046577297151088715,0.018428895622491837,0.02236802875995636,-0.07016842067(...TRUNCATED)
1007129816_e794419615.jpg
["A man in an orange hat starring at something .","A man wears an orange hat and glasses .","A man w(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[-0.024924587458372116,-0.045244477689266205,-0.00019622177933342755,0.06003063544631004,-0.0111262(...TRUNCATED)
1007320043_627395c3d8.jpg
["A child playing on a rope net .","A little girl climbing on red roping .","A little girl in pink c(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[-0.013727220706641674,-0.09876880049705505,-0.030534962192177773,0.008474013768136501,-0.025068584(...TRUNCATED)
1009434119_febe49276a.jpg
["A black and white dog is running in a grassy garden surrounded by a white fence .","A black and wh(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[0.007799522019922733,0.05131129175424576,-0.014321730472147465,0.04774406552314758,-0.022055957466(...TRUNCATED)
1012212859_01547e3f17.jpg
["A dog shakes its head near the shore , a red ball next to it .","A white dog shakes on the edge of(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[0.07258932292461395,-0.005404082592576742,-0.03576333448290825,-0.0059249685145914555,0.0167742483(...TRUNCATED)
1015118661_980735411b.jpg
["A boy smiles in front of a stony wall in a city .","A little boy is standing on the street while a(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[-0.04084928333759308,0.08510173857212067,0.0010911650024354458,0.0816495418548584,0.01339350920170(...TRUNCATED)
1015584366_dfcec3c85a.jpg
["A black dog leaps over a log .","A grey dog is leaping over a fallen tree .","A large black dog le(...TRUNCATED)
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
[[0.0032543593551963568,-0.06471061706542969,0.017672980204224586,0.016824157908558846,0.01614064536(...TRUNCATED)
End of preview.

Multi-Vector Search Datasets

The datasets listed below are used in the Multi-Vector HNSW project for testing and benchmarking multi-vector approximate nearest neighbor search algorithms and their implementations.


Stack Exchange Datasets

Source: habedi/stack-exchange-dataset

Each row contains:

  • id: unique post ID
  • title: the post title
  • body: the main body content (with HTML tags removed)
  • tags: associated tags
  • embedding: a list of three 768-dimensional vectors for [title, body, tags]

Text embeddings were generated using all-mpnet-base-v2 from Sentence Transformers.

Index Dataset Size
1 Computer Science 40,792
2 Data Science 28,950
3 Political Science 12,416

Flickr8k Dataset

Source: habedi/flickr-8k-dataset-clean

Each row contains:

  • id: image filename
  • captions: a list of five human-written captions
  • image: raw image data (JPEG format)
  • embedding: a list of six 768-dimensional vectors: five for captions, one for the image

Caption embeddings were generated using all-mpnet-base-v2.

Image embeddings were generated using openai/clip-vit-base-patch32 via the Hugging Face Transformers library.

Index Dataset Size
1 Flickr8k (captions + image) 8,091
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