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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 2 new columns ({'question', 'answer'}) and 2 missing columns ({'category', 'text'}).

This happened while the json dataset builder was generating data using

hf://datasets/nota-ai/VLM-Bench/VQAv2/qwen_vqav2_val.jsonl (at revision 0fd74fcd9bce43081ab5fe26b226495b27475df1)

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              image: string
              question: string
              question_id: int64
              answer: string
              to
              {'question_id': Value(dtype='int64', id=None), 'image': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'category': Value(dtype='string', id=None)}
              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 1534, 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 1155, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, 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 2013, 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 2 new columns ({'question', 'answer'}) and 2 missing columns ({'category', 'text'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/nota-ai/VLM-Bench/VQAv2/qwen_vqav2_val.jsonl (at revision 0fd74fcd9bce43081ab5fe26b226495b27475df1)
              
              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)

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question_id
int64
image
string
text
string
category
string
262,144,005
COCO_test2015_000000262144.jpg
What credit card company is on the banner in the background? Answer the question using a single word or phrase.
default
262,144,003
COCO_test2015_000000262144.jpg
Is the pitcher wearing a hat? Answer the question using a single word or phrase.
default
262,144,000
COCO_test2015_000000262144.jpg
Is the ball flying towards the batter? Answer the question using a single word or phrase.
default
262,144,004
COCO_test2015_000000262144.jpg
Will he catch the ball in time? Answer the question using a single word or phrase.
default
524,289,001
COCO_test2015_000000524289.jpg
Are the horses playing a game? Answer the question using a single word or phrase.
default
524,289,002
COCO_test2015_000000524289.jpg
What is the color of water in the image? Answer the question using a single word or phrase.
default
524,289,000
COCO_test2015_000000524289.jpg
Are the horses wild? Answer the question using a single word or phrase.
default
163,845,000
COCO_test2015_000000163845.jpg
Where will these things eventually be seen? Answer the question using a single word or phrase.
default
163,845,002
COCO_test2015_000000163845.jpg
What's on the orange sign? Answer the question using a single word or phrase.
default
163,845,001
COCO_test2015_000000163845.jpg
In which direction is the arrow pointing? Answer the question using a single word or phrase.
default
1,002
COCO_test2015_000000000001.jpg
What service does the car parked at the curb provide? Answer the question using a single word or phrase.
default
1,001
COCO_test2015_000000000001.jpg
What color is the truck? Answer the question using a single word or phrase.
default
1,000
COCO_test2015_000000000001.jpg
What is the fence made of? Answer the question using a single word or phrase.
default
65,549,002
COCO_test2015_000000065549.jpg
How many sheep are there? Answer the question using a single word or phrase.
default
65,549,005
COCO_test2015_000000065549.jpg
How many people are there? Answer the question using a single word or phrase.
default
65,549,001
COCO_test2015_000000065549.jpg
Is that a farm? Answer the question using a single word or phrase.
default
65,549,003
COCO_test2015_000000065549.jpg
Where do these lambs live? Answer the question using a single word or phrase.
default
65,549,000
COCO_test2015_000000065549.jpg
How many sheep are in this picture? Answer the question using a single word or phrase.
default
163,854,000
COCO_test2015_000000163854.jpg
How many women passengers are doing the same thing? Answer the question using a single word or phrase.
default
163,854,003
COCO_test2015_000000163854.jpg
Was it taken in the US? Answer the question using a single word or phrase.
default
163,854,001
COCO_test2015_000000163854.jpg
Is English likely their first language? Answer the question using a single word or phrase.
default
391,716,001
COCO_test2015_000000391716.jpg
Is this a real animal? Answer the question using a single word or phrase.
default
391,716,000
COCO_test2015_000000391716.jpg
Where are the blue pails? Answer the question using a single word or phrase.
default
391,716,002
COCO_test2015_000000391716.jpg
Is this a llama or an alpaca? Answer the question using a single word or phrase.
default
16,000
COCO_test2015_000000000016.jpg
What plate is the player standing at? Answer the question using a single word or phrase.
default
16,004
COCO_test2015_000000000016.jpg
What is the players number? Answer the question using a single word or phrase.
default
16,002
COCO_test2015_000000000016.jpg
What is on the boy's head? Answer the question using a single word or phrase.
default
458,770,001
COCO_test2015_000000458770.jpg
What is the man wearing on his head? Answer the question using a single word or phrase.
default
458,770,000
COCO_test2015_000000458770.jpg
Is the sidewalk cracked? Answer the question using a single word or phrase.
default
458,770,002
COCO_test2015_000000458770.jpg
What color are the man's clothes? Answer the question using a single word or phrase.
default
131,091,001
COCO_test2015_000000131091.jpg
Is it sunny out? Answer the question using a single word or phrase.
default
131,091,000
COCO_test2015_000000131091.jpg
Would you be afraid of getting mugged here? Answer the question using a single word or phrase.
default
131,091,002
COCO_test2015_000000131091.jpg
Is there lighting? Answer the question using a single word or phrase.
default
426,004,003
COCO_test2015_000000426004.jpg
What food would the fork be used on in this meal? Answer the question using a single word or phrase.
default
426,004,000
COCO_test2015_000000426004.jpg
Does the hot dog have mustard? Answer the question using a single word or phrase.
default
426,004,002
COCO_test2015_000000426004.jpg
How many buns are on the plate? Answer the question using a single word or phrase.
default
92,846,000
COCO_test2015_000000092846.jpg
What is the color of the vase without flowers? Answer the question using a single word or phrase.
default
92,846,002
COCO_test2015_000000092846.jpg
Is there anything red in this photo? Answer the question using a single word or phrase.
default
92,846,003
COCO_test2015_000000092846.jpg
What does that vase represent? Answer the question using a single word or phrase.
default
262,166,002
COCO_test2015_000000262166.jpg
What color is the couch? Answer the question using a single word or phrase.
default
262,166,003
COCO_test2015_000000262166.jpg
How many seats are available? Answer the question using a single word or phrase.
default
262,166,004
COCO_test2015_000000262166.jpg
What room is this? Answer the question using a single word or phrase.
default
262,166,001
COCO_test2015_000000262166.jpg
Is the bedside lamp turned on or off? Answer the question using a single word or phrase.
default
491,543,001
COCO_test2015_000000491543.jpg
Is there water visible? Answer the question using a single word or phrase.
default
491,543,002
COCO_test2015_000000491543.jpg
What are flying in the sky? Answer the question using a single word or phrase.
default
491,543,003
COCO_test2015_000000491543.jpg
Are they near the shoreline? Answer the question using a single word or phrase.
default
163,864,001
COCO_test2015_000000163864.jpg
What is in his hand? Answer the question using a single word or phrase.
default
163,864,003
COCO_test2015_000000163864.jpg
What is the man in black doing? Answer the question using a single word or phrase.
default
163,864,000
COCO_test2015_000000163864.jpg
How many different gaming systems do they have? Answer the question using a single word or phrase.
default
65,563,001
COCO_test2015_000000065563.jpg
Are they in the Arctic? Answer the question using a single word or phrase.
default
65,563,000
COCO_test2015_000000065563.jpg
What are they walking down? Answer the question using a single word or phrase.
default
65,563,003
COCO_test2015_000000065563.jpg
Are they going up? Answer the question using a single word or phrase.
default
294,940,000
COCO_test2015_000000294940.jpg
Is this a train station? Answer the question using a single word or phrase.
default
294,940,002
COCO_test2015_000000294940.jpg
What are these people doing? Answer the question using a single word or phrase.
default
294,940,001
COCO_test2015_000000294940.jpg
What are the people looking at? Answer the question using a single word or phrase.
default
426,013,001
COCO_test2015_000000426013.jpg
How many different flavors of cake are available? Answer the question using a single word or phrase.
default
426,013,004
COCO_test2015_000000426013.jpg
Are any of the cakes pink? Answer the question using a single word or phrase.
default
426,013,003
COCO_test2015_000000426013.jpg
Are the cakes wrapped in plastic? Answer the question using a single word or phrase.
default
131,102,002
COCO_test2015_000000131102.jpg
What color is this truck? Answer the question using a single word or phrase.
default
131,102,003
COCO_test2015_000000131102.jpg
Is this a police truck? Answer the question using a single word or phrase.
default
131,102,000
COCO_test2015_000000131102.jpg
Are the window wipers touching? Answer the question using a single word or phrase.
default
393,247,001
COCO_test2015_000000393247.jpg
What color is it's nose? Answer the question using a single word or phrase.
default
393,247,000
COCO_test2015_000000393247.jpg
Where is this animal commonly found? Answer the question using a single word or phrase.
default
393,247,002
COCO_test2015_000000393247.jpg
Is there any grass on the ground? Answer the question using a single word or phrase.
default
229,410,010
COCO_test2015_000000229410.jpg
What type of drink is in the bottle? Answer the question using a single word or phrase.
default
229,410,001
COCO_test2015_000000229410.jpg
What color is the bowl on the left? Answer the question using a single word or phrase.
default
229,410,000
COCO_test2015_000000229410.jpg
What type of food are shown? Answer the question using a single word or phrase.
default
229,410,003
COCO_test2015_000000229410.jpg
How many wine bottles are on the table? Answer the question using a single word or phrase.
default
229,410,006
COCO_test2015_000000229410.jpg
Is there alcohol on the table? Answer the question using a single word or phrase.
default
229,410,007
COCO_test2015_000000229410.jpg
What food is prepared? Answer the question using a single word or phrase.
default
229,410,009
COCO_test2015_000000229410.jpg
How many people appear to be enjoying this meal? Answer the question using a single word or phrase.
default
398,683,003
COCO_test2015_000000398683.jpg
What room is this? Answer the question using a single word or phrase.
default
398,683,001
COCO_test2015_000000398683.jpg
What type of items are typically found inside the large appliance? Answer the question using a single word or phrase.
default
398,683,000
COCO_test2015_000000398683.jpg
What is the cupboard made of? Answer the question using a single word or phrase.
default
65,576,008
COCO_test2015_000000065576.jpg
How many tennis rackets are in this picture? Answer the question using a single word or phrase.
default
65,576,007
COCO_test2015_000000065576.jpg
Are all the women wearing hats/bonnets? Answer the question using a single word or phrase.
default
65,576,001
COCO_test2015_000000065576.jpg
Was this photo taken recently? Answer the question using a single word or phrase.
default
65,576,003
COCO_test2015_000000065576.jpg
Is this a zoo? Answer the question using a single word or phrase.
default
65,576,005
COCO_test2015_000000065576.jpg
Are the people wearing modern clothes? Answer the question using a single word or phrase.
default
65,576,004
COCO_test2015_000000065576.jpg
What are the people doing? Answer the question using a single word or phrase.
default
65,576,002
COCO_test2015_000000065576.jpg
What are they doing? Answer the question using a single word or phrase.
default
32,810,007
COCO_test2015_000000032810.jpg
Is the zebra a baby or an adult? Answer the question using a single word or phrase.
default
32,810,000
COCO_test2015_000000032810.jpg
What is the zebra doing? Answer the question using a single word or phrase.
default
32,810,009
COCO_test2015_000000032810.jpg
Is the zebra in the sun? Answer the question using a single word or phrase.
default
32,810,001
COCO_test2015_000000032810.jpg
Is the zebra fully in view? Answer the question using a single word or phrase.
default
147,463,001
COCO_test2015_000000147463.jpg
Are these people riding bicycles? Answer the question using a single word or phrase.
default
147,463,002
COCO_test2015_000000147463.jpg
How many cars are in the picture? Answer the question using a single word or phrase.
default
147,463,003
COCO_test2015_000000147463.jpg
What kind of structure are the people in? Answer the question using a single word or phrase.
default
267,107,002
COCO_test2015_000000267107.jpg
Is this a full size suitcase? Answer the question using a single word or phrase.
default
267,107,000
COCO_test2015_000000267107.jpg
How would the TSA react to this? Answer the question using a single word or phrase.
default
267,107,001
COCO_test2015_000000267107.jpg
What color is the suitcase? Answer the question using a single word or phrase.
default
163,885,003
COCO_test2015_000000163885.jpg
Was the truck in an accident? Answer the question using a single word or phrase.
default
163,885,000
COCO_test2015_000000163885.jpg
What colors are on the license plate of the gray SUV? Answer the question using a single word or phrase.
default
163,885,001
COCO_test2015_000000163885.jpg
Is the truck damaged? Answer the question using a single word or phrase.
default
240,050,003
COCO_test2015_000000240050.jpg
What punctuation is in the picture? Answer the question using a single word or phrase.
default
240,050,006
COCO_test2015_000000240050.jpg
Is there a sunflower in the picture? Answer the question using a single word or phrase.
default
240,050,001
COCO_test2015_000000240050.jpg
How many plants are in the picture? Answer the question using a single word or phrase.
default
240,050,000
COCO_test2015_000000240050.jpg
What type of flowers are in the photo? Answer the question using a single word or phrase.
default
240,050,002
COCO_test2015_000000240050.jpg
What type of decorations are these? Answer the question using a single word or phrase.
default
327,728,000
COCO_test2015_000000327728.jpg
What does the circular sign say? Answer the question using a single word or phrase.
default
End of preview.

HF Repo to internalize benchmark data for performance evaluation of VLMs

Available Benchmark List:

  • VQA v2
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