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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 ({'text', 'question_id'}) and 2 missing columns ({'data', 'image'}).
This happened while the json dataset builder was generating data using
hf://datasets/jingyang/Continual-NExT/Flickr30k/questions/test.json (at revision 3c00dc5c33a49fb70109207a35d70377af496411), [/tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/Flickr30k/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/Flickr30k/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/HQEdit/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/HQEdit/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/ImageNet/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/ImageNet/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/OCRVQA/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/OCRVQA/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/RefCOCO/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/RefCOCO/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/VQAv2/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/VQAv2/questions/test.json)]
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 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, 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
question_id: string
text: string
-- schema metadata --
pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 323
to
{'image': Value('string'), 'data': List(Value('string'))}
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 1347, 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 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, 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 1889, 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 ({'text', 'question_id'}) and 2 missing columns ({'data', 'image'}).
This happened while the json dataset builder was generating data using
hf://datasets/jingyang/Continual-NExT/Flickr30k/questions/test.json (at revision 3c00dc5c33a49fb70109207a35d70377af496411), [/tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/Flickr30k/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/Flickr30k/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/HQEdit/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/HQEdit/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/ImageNet/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/ImageNet/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/OCRVQA/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/OCRVQA/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/RefCOCO/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/RefCOCO/questions/test.json), /tmp/hf-datasets-cache/medium/datasets/33096759003679-config-parquet-and-info-jingyang-Continual-NExT-20e2456f/hub/datasets--jingyang--Continual-NExT/snapshots/3c00dc5c33a49fb70109207a35d70377af496411/VQAv2/questions/test.json (origin=hf://datasets/jingyang/Continual-NExT@3c00dc5c33a49fb70109207a35d70377af496411/VQAv2/questions/test.json)]
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.
image string | data list |
|---|---|
./1000092795.jpg | [
"Please generate the image.",
"Two young guys with shaggy hair look at their hands while hanging out in the yard."
] |
./10002456.jpg | [
"Please generate the image.",
"Several men in hard hats are operating a giant pulley system."
] |
./1000268201.jpg | [
"Please generate the image.",
"A child in a pink dress is climbing up a set of stairs in an entry way."
] |
./1000344755.jpg | [
"Please generate the image.",
"Someone in a blue shirt and hat is standing on stair and leaning against a window."
] |
./1000366164.jpg | [
"Please generate the image.",
"Two men."
] |
./1000523639.jpg | [
"Please generate the image.",
"Two people in the photo are playing the guitar and the other is poking at him."
] |
./1000919630.jpg | [
"Please generate the image.",
"A man sits in a chair while holding a large stuffed animal of a lion."
] |
./10010052.jpg | [
"Please generate the image.",
"A girl is on rollerskates talking on her cellphone standing in a parking lot."
] |
./1001465944.jpg | [
"Please generate the image.",
"An asian man wearing a black suit stands near a dark-haired woman and a brown-haired woman."
] |
./1001545525.jpg | [
"Please generate the image.",
"Two men in Germany jumping over a rail at the same time without shirts."
] |
./1001573224.jpg | [
"Please generate the image.",
"Five ballet dancers caught mid jump in a dancing studio with sunlight coming through a window."
] |
./1001633352.jpg | [
"Please generate the image.",
"Three young men and a young woman wearing sneakers are leaping in midair at the top of a flight of concrete stairs."
] |
./1001773457.jpg | [
"Please generate the image.",
"A black dog and a white dog with brown spots are staring at each other in the street."
] |
./1001896054.jpg | [
"Please generate the image.",
"A man with reflective safety clothes and ear protection drives a John Deere tractor on a road."
] |
./100197432.jpg | [
"Please generate the image.",
"Some women are standing in front of a bus with buildings behind it."
] |
./100207720.jpg | [
"Please generate the image.",
"A young woman with dark hair and wearing glasses is putting white powder on a cake using a sifter."
] |
./1002674143.jpg | [
"Please generate the image.",
"A small girl in the grass plays with fingerpaints in front of a white canvas with a rainbow on it."
] |
./1003163366.jpg | [
"Please generate the image.",
"a man sleeping on a bench outside with a white and black dog sitting next to him."
] |
./1003420127.jpg | [
"Please generate the image.",
"A group of adults."
] |
./1003428081.jpg | [
"Please generate the image.",
"Two women."
] |
./100444898.jpg | [
"Please generate the image.",
"A person in gray stands alone on a structure outdoors in the dark."
] |
./1005216151.jpg | [
"Please generate the image.",
"A man in a white t-shirt looks toward the camera surrounded by a crowd near a metro station."
] |
./100577935.jpg | [
"Please generate the image.",
"A man with a goatee in a black shirt and white latex gloves is using a tattoo gun to place a tattoo on someone's back."
] |
./1006452823.jpg | [
"Please generate the image.",
"two children."
] |
./100652400.jpg | [
"Please generate the image.",
"A man in a blue hard hat and orange safety vest stands in an intersection while holding a flag."
] |
./1007129816.jpg | [
"Please generate the image.",
"The man with pierced ears is wearing glasses and an orange hat."
] |
./100716317.jpg | [
"Please generate the image.",
"A person with long gray hair has a beret with beige and white wearing a blue raincoat is painting a marketplace scenery surrounded by other artists and paintings."
] |
./1007205537.jpg | [
"Please generate the image.",
"A man stands on one foot while holding on to a waste basket."
] |
./1007320043.jpg | [
"Please generate the image.",
"A small child grips onto the red ropes at the playground."
] |
./100759042.jpg | [
"Please generate the image.",
"Young man in jacket holding a toothpick with something on the end of it."
] |
./10082347.jpg | [
"Please generate the image.",
"Young blond man in a blue and yellow jacket smiling while standing in front of a net."
] |
./10082348.jpg | [
"Please generate the image.",
"A man with a baseball cap and black jacket stands in a bathroom while holding a coffee mug."
] |
./100845130.jpg | [
"Please generate the image.",
"Five people walking with a multicolored sky in the background."
] |
./10090841.jpg | [
"Please generate the image.",
"A man with black hair sits in a restaurant with a glass of beer."
] |
./1009434119.jpg | [
"Please generate the image.",
"A black and white dog is running in a grassy garden surrounded by a white fence."
] |
./1009692167.jpg | [
"Please generate the image.",
"An officer in a reflective vest stands at the front of his van with his dog."
] |
./1010031975.jpg | [
"Please generate the image.",
"Five men."
] |
./1010087623.jpg | [
"Please generate the image.",
"A caucasian man wearing a short-sleeved black shirt and a dark-skinned woman wearing a sleeveless dress are working at a conveyor."
] |
./10101477.jpg | [
"Please generate the image.",
"Man wearing a blue and white outfit."
] |
./1010470346.jpg | [
"Please generate the image.",
"two men in florescent vests are standing next to parked cars in front of a small building while one of them converses with a driver and a woman on a bike is seen riding by."
] |
./1010673430.jpg | [
"Please generate the image.",
"A little girl in a pink shirt and a little girl in an orange shirt sitting in the grass."
] |
./101093029.jpg | [
"Please generate the image.",
"A person in tan pants is inside a silver mobile object while people watch."
] |
./101093045.jpg | [
"Please generate the image.",
"A man in black approaches a strange silver object containing a person."
] |
./1011572216.jpg | [
"Please generate the image.",
"bride and groom walking side by side out of focus on pathway next to brick building."
] |
./1012150929.jpg | [
"Please generate the image.",
"A little boy plays with a Nintendo GameCube controller inside a McDonald's."
] |
./1012212859.jpg | [
"Please generate the image.",
"White dog with brown ears standing near water with head turned to one side."
] |
./101262930.jpg | [
"Please generate the image.",
"Two asian or spanish people."
] |
./1013536888.jpg | [
"Please generate the image.",
"Women are seated at a picnic table eating."
] |
./101362133.jpg | [
"Please generate the image.",
"A young female student performing a downward kick to break a board held by her Karate instructor."
] |
./101362650.jpg | [
"Please generate the image.",
"Two people are demonstrating martial arts to a crowd and jumping over three youngsters who are crouched on the mat."
] |
./1014609273.jpg | [
"Please generate the image.",
"People on two balconies and a man climbing up a pipe towards the lower balcony getting liquid poured on him."
] |
./101471792.jpg | [
"Please generate the image.",
"A man with a red jacket is shielding himself from the sun trying to read a piece of paper."
] |
./1014785440.jpg | [
"Please generate the image.",
"Two men are carrying children on their backs down the street on a sunny day in a nice neighborhood."
] |
./1015118661.jpg | [
"Please generate the image.",
"Smiling boy in white shirt and blue jeans in front of rock wall with man in overalls behind him."
] |
./1015584366.jpg | [
"Please generate the image.",
"A mottled black and gray dog in a blue collar jumping over a fallen tree."
] |
./101559400.jpg | [
"Please generate the image.",
"Men in the business suits are crossing the street."
] |
./1015712668.jpg | [
"Please generate the image.",
"A man in a red long-sleeved shirt bikes over a body of water on a bridge."
] |
./10160966.jpg | [
"Please generate the image.",
"A barefooted man wearing olive green shorts grilling hotdogs on a small propane grill while holding a blue plastic cup."
] |
./101654506.jpg | [
"Please generate the image.",
"The white and brown dog is running over the surface of the snow."
] |
./1016626169.jpg | [
"Please generate the image.",
"Man on scooter attracts attention from some of those in large crowd."
] |
./101669240.jpg | [
"Please generate the image.",
"A person wearing skis looking at framed pictures set up in the snow."
] |
./1016887272.jpg | [
"Please generate the image.",
"Several climbers in a row are climbing the rock while the man in red watches and holds the line."
] |
./1017675163.jpg | [
"Please generate the image.",
"A young gymnast."
] |
./1018057225.jpg | [
"Please generate the image.",
"a boy in a black t-shirt and blue jeans is pushing a toy three wheeler around a small pool."
] |
./1018148011.jpg | [
"Please generate the image.",
"A group of people stand in the back of a truck filled with cotton."
] |
./101859883.jpg | [
"Please generate the image.",
"a woman with a red jacket and headscarf looks out over a scenic view of a bay through a set of pay binoculars on a viewing deck."
] |
./10188041.jpg | [
"Please generate the image.",
"A man in a black coat walks past a red spaceship with a parking ticket stuck to its window."
] |
./1019077836.jpg | [
"Please generate the image.",
"Large brown dog running away from the sprinkler in the grass."
] |
./1019604187.jpg | [
"Please generate the image.",
"A dog prepares to catch a thrown object in a field with nearby cars."
] |
./102030371.jpg | [
"Please generate the image.",
"A man wearing a green shirt and a dark colored vest is sitting at a table with a glass of water in front of him."
] |
./1020651753.jpg | [
"Please generate the image.",
"A white dog is trying to catch a ball in midair over a grassy field."
] |
./1021293940.jpg | [
"Please generate the image.",
"Two men are hiking in a forest where snow is partially covering the ground."
] |
./1021332107.jpg | [
"Please generate the image.",
"An elderly man with facial hair and glasses."
] |
./1021439420.jpg | [
"Please generate the image.",
"two guys sitting on the floor."
] |
./1021442086.jpg | [
"Please generate the image.",
"A bearded man wearing glasses."
] |
./1022454332.jpg | [
"Please generate the image.",
"a large lake with a lone duck swimming in it with several people around the edge of it."
] |
./1022454428.jpg | [
"Please generate the image.",
"A couple and an infant."
] |
./102268204.jpg | [
"Please generate the image.",
"Three men are standing at night near a black car near a shelter filled with bicycles."
] |
./1022975728.jpg | [
"Please generate the image.",
"A black lab with tags frolicks in the water."
] |
./102351840.jpg | [
"Please generate the image.",
"A man is drilling through the frozen ice of a pond."
] |
./1024138940.jpg | [
"Please generate the image.",
"Two different breeds of brown and white dogs play on the beach."
] |
./102455176.jpg | [
"Please generate the image.",
"an ice climber in a blue jacket and black pants is scaling a frozen ice wall."
] |
./1024613706.jpg | [
"Please generate the image.",
"Two young men and a young lady walk through a field near the water."
] |
./102520526.jpg | [
"Please generate the image.",
"A man in black attire shovels snow into the street."
] |
./102575576.jpg | [
"Please generate the image.",
"A couple in their wedding attire stand behind a table with a wedding cake and flowers."
] |
./102617084.jpg | [
"Please generate the image.",
"Five snowmobile riders all wearing helmets and goggles line up in a snowy clearing in a forest in front of their snowmobiles ; they are all wearing black snow pants and from left to right they are wearing a black coat."
] |
./1026685415.jpg | [
"Please generate the image.",
"A black dog carries a green toy in his mouth as he walks through the grass."
] |
./1026792563.jpg | [
"Please generate the image.",
"A group of woman and children are standing or sitting in front of rows of vegetables."
] |
./1027149103.jpg | [
"Please generate the image.",
"A band is playing in front of an audience and the singer is wearing an orange shirt and has tattoos on his arm."
] |
./1027211271.jpg | [
"Please generate the image.",
"A young woman with short blond-hair wearing jeans and a striped long-sleeved sweater jumping in midair on a skateboard with trees in the background."
] |
./1028205764.jpg | [
"Please generate the image.",
"A man and a little boy in blue life jackets are rowing a yellow canoe."
] |
./102851549.jpg | [
"Please generate the image.",
"A little boy looks at the camera while a woman behind him seems to be laughing very hard and the woman on the right has a big smile on her face."
] |
./102860573.jpg | [
"Please generate the image.",
"A construction site on a street with three men working."
] |
./10287332.jpg | [
"Please generate the image.",
"Two men sitting on the roof of a house while another one stands on a ladder."
] |
./1028982826.jpg | [
"Please generate the image.",
"Two men."
] |
./1029450589.jpg | [
"Please generate the image.",
"An adult wearing a gray shirt with red sleeves sleeping on a couch."
] |
./1029737941.jpg | [
"Please generate the image.",
"Boy in brown shirt with headphones on sits on woman's shoulders in a crowd."
] |
./1029802110.jpg | [
"Please generate the image.",
"During a gay pride parade in an Asian city."
] |
./102998070.jpg | [
"Please generate the image.",
"A young man in a blue sweater cleaning fish while three other men watch."
] |
./1030041880.jpg | [
"Please generate the image.",
"Woman in a green dress with a white top and red-hair singing in a room with a blue roof while band equipment is being prepared."
] |
End of preview.
ContinuaL-NExT Benchmark Card
Dataset details
This benchmark is built upon a collection of widely used and publicly available multimodal datasets for both understanding and generation tasks, including VQAv2, ImageNet, Flickr30k, OCR-VQA, RefCOCO, and HQEdit.
This benchmark is adopted to evaluate the multimodal continual learning ability of unified generation and understanding MLLMs.
Specific information please kindly refer to our code (https://github.com/JingyangQiao/MAGE) and paper (Coming Soon).
Acknowledgement
Some datasets (VQAv2, OCR-VQA, RefCOCO and ImageNet) in this benchmark are modified versions of [CoIN] by [Chen et al.] ([https://huggingface.co/datasets/Zacks-Chen/CoIN]), available under CC-BY-4.0. Modifications include adaptation and integration with new data to form a new benchmark. Full attribution to the original authors is maintained. We thank for the authors have made the contributions to the open-source community.
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