Datasets:

Futuremark
/

winml-test-set

caption_0 stringclasses 200 values	caption_1 stringclasses 200 values	caption_2 stringclasses 200 values	caption_3 stringclasses 200 values	caption_4 stringclasses 200 values
A man and woman standing in front of a cake.	a newly wed couple celebrating with a toast	A bride and groom celebrate over a cake.	A bride and groom are celebrating with wedding cake.	A man and a woman standing next to each other.
A bus about to stop to pick up passengers.	a group of people waiting for the metro bus	An Orange bus is parked next to the people.	A couple of people standing next to a large bus.	People stand on the sidewalk waiting for the bus to come.
a purple red and white bus a man walking and some buildings	A large bus on a open city street.	a bus and a man walking at a bus stop	Guy walking to catch the bus waiting at the stop	The city bus has stopped at the side of the road.
a person wearing a head band and holding a tennis racket	a woman wearing a wig holding a tennis racket	A woman in a green shirt holding a pink tennis racket.	a woman with a head band holding a tennis racket	A woman wearing purple glasses and holding a racquet.
Two cows standing on a dirt road next to wild green brush.	Two cows standing on the side of a dirt road near grassy hills.	Two cows standing on the dirt road by grass	cows standing by each other by some plants	A couple of animals that are walking in the dirt.
A plate of beans with salad with side sauces.	A plate with chili in a crust and dipping sauces.	a plate witha pizza and condiments on teh side	a Mexican-style pizza sits on a plate with a knife and small cups of salsa and sour cream.	A taco salad with a side of salsa and sour cream are sitting on a white plate.
A white bus is driving down the street	VERY BLURRY PHOTO OF A BUS SPEEDING THROUGH A TUNNEL	A city bus driving on a road with blurred lights and the city street behind it.	A bus driving down a street at night.	A bus driving down the road really fast
A church with a large tower and clock.	A very tall pretty tower with a cross on top.	A very pointy building with a clock on each of it's sides.	The building with a clock on each side has a huge spire.	A church steeple with a clock built into it.
Person on skis on a snow covered path.	A cross country skier is moving down a path	A woman is cross country skiing through a tree lined path.	A woman is walking up the hill in the snow on skies	A woman in a purple jacket is snow skiing.
An open book sitting on top of a blanket covered bed.	A book with a pink and black cover sitting on a bed	a close up of an open book on a messy bed	An open book has been placed spine up on the sheets.	An book is sitting open on a bed.
A very cute cat near a bunch of birds.	A cat is standing outside next to a group of pigeons.	A cat looking at a large group of pigeons.	a cat standing on the sidewalk looking at a dozen of birds	A cat is looking at a large group of pigeons.
A man on skis goes down the snow covered hill.	A male snowboarder traveling down a ski slope.	a person skiing down a hill next to some trees	A skier skiing down a snowy mountain with trees in the background.	A skier is making their way down a snowy slope.
there is a close up picture of a sugar donut	A close up of doughnuts covered in powdered sugar.	A round sugary doughnut on a white tray.	A white tray filled with donuts covered in powdered sugar.	a doughy treat with some sugar sprinkled on it
a woman with flowers in her hair staring at the horse next to her	a person next to a horse on a beach	The girl is holding the horse and looking at its face.	A girl with colorful clothing with a horse on a beach.	A girl stands on the beach with a horse.
A busy airport with planes parked on the runway	An airplane on a tarmac has several workers near it in safety vests.	Two passenger jets are on the tarmac by the airport.	There are several airplanes parked on the tarmac.	Some planes sitting on a tarmac of an airport
The skateboarder is putting on a show using the picnic table as his stage.	A skateboarder pulling tricks on top of a picnic table.	A man riding on a skateboard on top of a table.	A skate boarder doing a trick on a picnic table.	A person is riding a skateboard on a picnic table with a crowd watching.
A person riding a baby blue motorcycle near haystacks	A person who is sitting on a motorcycle.	A man on a motorcycle with matching motorcycle gear.	a man is riding a very blue motorcycle	a man is riding a blue motorcycle outside
There are three donuts on a white plate	A plate with three doughnuts on a table.	A plate of partially eaten donuts next to a beverage glass.	A white plate topped with three partially eaten donuts.	A white plate containing donuts next to cup of beer.
A person is holding a tomato above a tray.	A person holding a small tomato over a tray that has sauce on it.	There is a tray filled with sauce covered food	A large square pizza sitting on top of a pan.	Woman holding tomato over item being prepared for baking.
Two trains in an urban station with people waiting.	Two silver trains next to each other at a train station.	There are people waiting for the train, at the train station	The two trains are parked next to each other on the tracks.	Two trains are side by side in the city.
A stop sign at the intersection of Lyndon Ave and South.	A road and stop sign at an intersection by a large tree.	A stop sign in foreground of a tree in fall	A stop sign on the corner of Lynden Avenue and South Street.	a close up of a stop sign under a street sign
A bunch of ripe bananas sitting on a plate.	A very cute looking dish with some ripe bananas.	there are three bananas that are on a small plate	Three very ripe bananas on a plate by some hanging glasses.	a plate with some bananas on it
A herd of zebra walking across a dry grass field.	A large herd of zebra standing in the grass.	Group of zebras traveling single file through grassy plain.	A her of zebras standing around in the middle of a dry field.	some zebras are walking in a grassy field
A couple of signs that are above a stop sign.	Stop sign with photo effect in the dark.	Front diagonal view from slightly below a STOP sign with perpendicular street signs above it against black background.	A stop sign has street signs crossed on top of it.	a stop sign and a pole in a dark knight
Two street signs are sitting on top of the pole	a couple of very large signs by a buliding	A sign letting drivers know that they can't stop on the curb.	There is a billboard add on the side of the street.	A view of several billboards and two traffic signs on one pole.
A white paper plate holding two pieces of pizza.	A slice and a half of sausage pizza on a paper plate	One and a half pieces of pizza on a paper plate.	an image of a slice of pizza on a paper plate	Pizza is sitting on a plate with a fork.
A black/white photo of a poolside dining area with the umbrellas colored.	A row of tables with the reflections showing in the water below.	Multi-colored umbrellas in a black and white picture near the water	Covered seating in front of a restaurant by a lake.	A bunch of different colored umbrellas on tables.
A truck that has boxes in the bed.	A blue truck with boxes in the back of it.	a blue truck is parked next to a building	A truck parked in front of a storage building.	A blue truck is standing by the side of the building with a red door.
A red hair woman holding an open box of pizza.	A young woman holding a pizza in a box.	a woman is holding a box of pizza	A woman is posing with an open pizza box.	A woman holds an open box of pizza.
A man is standing on a sunny beach	A man walks down the beach near the ocean.	A man standing on a beach next to the ocean.	A person holding a clock is walking on the beach.	A man on a beach holding a clock.
A plate of food, including a sandwich and salad, is pictured here.	a white plastic fork is laying in some food	A plate with some meat, bread and salad on it	a dish resting on a plate with a plastic fork	A plate consisting of meat,inside bread beside a small bowl of chopped vegetables.
A couple of men standing next to each other.	A baseball player grabbing a bat, in a game.	a boy reaching for a baseball bat in a dugout.	Baseball players taking baseball bats from a wall.	A boy with catchers gear on looking at some baseball bats.
An open laptop computer sitting on top of a desk.	A laptop computer on a desk with posters on the wall behind it.	A laptop sitting on a desk in a room.	A laptop sitting on top of a desk in a house.	A laptop computer sits on a desk with a mouse.
a big bowl on a table filled with broccoli	A pan that has some meat and vegetables in it.	A metal pan of food that includes broccoli and nuts.	A broccoli based stir fry in a metal round pan with nuts on top.	A bowl of several different types of vegetables.
Square dishes hold main dishes while a banana is place in the back section of a tray.	A meal consisting of greens, rice, meat in sauce, and banana.	There is a tray with some food on it including a banana.	A cafeteria style lunch with fruit, vegetable, grain and protein.	Rice is served with vegetables and fruit.
A train on a track traveling through a countryside.	Commuter train on tracks in rural area on clear day.	A high speed passenger train that is going down the track.	A long train going down the train track.	A train is moving on tracks in an open field.
Man sitting on the sidewalk talking on a phone.	A man is sitting at an off street location talking on his phone.	A man sitting on the ground on a cell phone.	A man in a red hoodie is sitting on the ground while taking on a phone.	A man is sitting on the ground talking on a cellphone..
An office desk with a laptop and a phone on it.	A small desk features a phone, laptop and speakers.	A desk with a telephone, monitor, laptop and a mouse on it.	A laptop on a desk next to a phone and in front of a monitor.	A mini office waiting for a human being to work properly.
A group of people flying kites on top of a sandy beach.	People are on the beach flying kites that look like arches in the sky.	people on a quiet beach playing with kites	Birds and Clouds roll over a sandy beach	People flying colorful kites on a deserted beach
A street scene with a large truck driving by.	A large semi truck pulling a blue tractor behind it.	a yellow and black truck is carrying some machinery	The rear view of a large construction truck while it drives down the street in foggy weather.	A tractor trailer vehicle drives on an abandoned highway.
A large bird floating out in the water.	A bird swimming in wavy water, with a island in the background.	A pelican stands alone in the middle of the ocean.	there is a large seagull that is swimming in the water	a bird is sitting out on the water
A couple of horses standing and laying on top of a lush green hillside.	Loaded pack horses standing in front of mountains.	a couple of horses are standing in a field	a bunch of animals moving on a mountain top	A couple of horses that are carrying backpacks on their backs.
A large commercial airplane sitting on the runway.	An airplane parked in the middle of a runway.	Two commercial aircraft taxiing on the airport tarmac.	A passenger plane driving along an airport runway.	A couple of planes on the runway of an airport.
A fighter jet is flying through the air.	a jet flying thru the air with a sky background	A view of an airplane flying in the air.	A military fighter jet in flight armed with missiles.	A close-up of a fighter jet in the sky.
a room showing a toilet and a sink	A bathroom with a tub, sink and toilet	A bathroom with a white toilet sitting next to a sink.	A shower curtain is light brown in a bathroom.	A white sink and toilet in a room.
A white plate topped with food sitting next to a bowl of salad.	a close up of a plate of food on a table	A plate filled with ribs served with rice and an adjacent bowl of shrimp salad sit on a table.	A plate filled with a serving of food to be eaten	A plate of rice and assorted meat next to a salad with shrimp.
A group of young people playing a game of soccer.	a bunch of people play a game of soccer	A group of kids outside playing with a ball.	A group of people on a green court practicing soccer.	A group of boys and girls playing sports
A bulldog resting on and sleeping with a teddy bear.	A dog sleeps on top of a teddy bear on a bed.	A small bull dog sleeping while hugging a teddy bear.	A bull dog snuggles with a teddy bear.	A chubby dog is taking a nap on a teddy bear.
A red fire hydrant on a city sidewalk.	A diminutive fire hydrant rising though a suburban sidewalk.	A red fire hydrant embedded in a city sidewalk.	The red and white fire hydrant is embedded in the street.	A red fire hydrant is on the sidewalk next to a sign.
A dog sitting on a chair underneath a painting.	A black and brown large dog sits on an upholstered chair.	A dog is sitting on an armchair next to a fridge.	A dog relaxes on an armchair in a living room.	A black and brown dog sits curled in a flowered wing chair.
Two elephants standing on a grassy field next to a tree.	A mother elephant and her calf touching trunks in the tall grass	An adult elephant and its child in the grasslands.	An adult and a child elephant face each other on a grassy plain.	A pair of elephants are shown in a field.
A shelf in a room full of books	Book case with books and computer with keyboard	A computer monitor sitting next to a book shelf.	A bookshelf is packed to capacity with books.	A bookcase full of books with a keyboard laying against it
A close up of a banana next to a cup with liquid.	The banana is next to the coffee mug on the table.	A picture of some food and drink on a table.	a white cup and a brown and yellow banana	An over ripened banana and a cup of coffee.
A man riding a wind sail in the ocean filled with waves.	an image of a man that is riding a sailboat in the ocean	A person wind surfing at the ocean on a beautiful day.	A man who is wind surfing in the ocean.	Man windsurfing in waving conditions in the sea.
Two boys riding skateboards in the street, behind tree branches.	two young people riding skate boards on a flat surface	Two young men riding skateboards across a parking lot.	two young men skateboarding in an open area during winter	A couple of kids riding on top of skateboards.
A man holding a red and white surfboard in front of an elevator door.	A man takes his photo in the mirror while holding a surfboard	A man is holding a surfboard on an elevator.	A man holding a surf board stands in an elevator taking a selfie.	A man with his surfboard in an elevator taking a picture.
two men one is surfing and the other is giving him a signal to go right	A man on a surfboard riding a wave.	The man surfing is taking instructions from the man pointing.	Two people preparing to surf on a large wave.	Two surfers talking in the ocean while waves hit them.
A black and white picture of a group of people.	A black and white photograph of people at a party.	a big group of people posing for a picture	A group photo from the 1960's of teenagers in suits and dresses.	A group of people are gathered for a photo.
A couple snugging together on a wooden bench.	A couple sitting beside each other on a bench at the park	Photo of an open air enclosure that looks perfect.	A man and a woman resting on a park bench during the winter.	A romantic couple sits close together on a park bench.
A young man riding a skateboard down a yellow hand rail.	The skateboard jumps down a flight of stairs near an audience.	an image of a skateboarder doing a trick down a ramp	A skateboarder doing tricks on steps while people watch	A large group of people standing around watching a guy on a skateboard.
Two women standing next to each other while holding up a mirror.	Wearing black, two women stand while one holds a toothbrush next to the other's mouth.	There is a lady checking another lady's teeth.	Two women have a mirror and dental instrument.	A woman holds a mirror and tool up to a woman's mouth.
A giraffe in a dry savannah with dry shrubs	A giraffe standing in a dry, open field.	A giraffe standing on top of a dry grass field.	A giraffe stands out in the dried out field alone	A giraffe standing in the dirt surround by leafless trees.
a couple of horses grazing on some green grass	A couple of horses standing on top of a grass covered field.	Two horses eating grass in the middle of a field.	Two gray colored horses grazing in a field of short cut grass, with trees and a white fence in the background.	Two horses grazing together in a field
a cat is looking out off an open window	A dog looking out the open window of an old building	A dog peers out of the bottom of a window in a multi-story building.	A dog looks out of a window with peeling paint on the frame.	A dog that is standing near an open window.
A white truck parked on the beach with its door open	A couple of people walking around a beach near a lifeguard truck.	a lifeguard truck sitting on a quiet almost empty beach	A truck that reads "LIFEGUARD" is parked on the beach.	A live guard truck parked on a beach.
Two professional male tennis players sitting court-side and drinking water	two male sitting at the chair getting ready to play tennis	Two men sitting next to each other holding racquets.	Two tennis players sitting near the court drinking water	Two tennis players sit drinking bottles of water as they rest.
A black and white picture of hills or mountains	A black and white photo of mountains and the sky .	A black and white photograph of mountains with snow.	A black and white picture of the top view of a snow capped mountain somewhere.	A large mountain range partially covered with snow.
The hands, shirt, red necktie and jacket of a man	A man has a suit and a bright red tie.	A man wearing a suit and tie pulling on his jacket.	A man dressed in a dark suit grasping his lapels.	The torso of a man whose hands are grabbing a suit jacket pulling it away from his tie.
A person and a black cat are on a brown couch with a colorful blanket.	A person laying on a couch with a cat laying in their arms, covering part of the face.	A woman is holding a cat while she lays on a couch.	Girl holding cat on couch while cat's eyes are closed	A woman on a couch with a cat.
a picture of a vase with flowers coming out of it	A vase filled with a long green leafy plant.	An painting of a green plant in vase.	A flower in a pot that is sitting on a counter.	a print of a flower in a blue vase
a pepperoni pizza with some green toppings and a fork	A cheese, tomato and vegetable pizza on a metal plate.	a close up of a pizza in a pan with cheese and vegetables on it	A close up of a pizza with spinach and parmesan topping.	A pizza topped with arugula and Parmesan cheese.
An adorable brown and white dog sitting between two legs.	A beagle-like dog looking up from where dog is laying under a person's legs.	A dog looks up while sitting at the feet of a person.	The dog is sitting on the floor in between two legs.	A dog sitting on the floor between a person legs
A woman sitting at a desk with an older woman.	Two women are woking on an assignment together.	Two women are sitting at a wood desk.	A woman and an elderly woman sitting at a desk together in a classroom setting with notebooks and pencils on the desk.	Two women with glasses on sitting at a table with notebooks, pencils and a cell phone.
A man doing tricks with a frisbee in front of a young lady.	A man catching a frisbee on the beach	a man is playing with a flying disk at the beach	a person on a beach with a frisbee	A person tries to catch a frisbee on a beach
A black cat half-submerged in a toilet while drinking out of it.	A cat sitting on a toilet seat drinking water from a toilet.	Cat laying inside toilet seat possibly drinking the water.	A cat has his face buried in the bowl of a white toilet.	A cat sitting on a toilet seat with its head immersed inside the toilet bowl.
a hallway next to a bedroom doorway and a blue padded chair.	The chair, the bed, and the curtain are the same shade of blue.	A room in a home with a chair set up against the wall.	A view of a bedroom through a doorway.	A house where you can see the bedroom and relaxing room.
A young man playing Nintendo Wii while girlfriend is taunting	A man playing a game with a remote controller.	A man is playing the wii while his face is being stroked.	A hand strokes the face of a man playing a video game.	A guy sitting down playing a video game
A man swinging a tennis racquet at a clock.	A man that is in the air with a racquet.	A make tennis player jumping in the air and swinging his tennis racket with one arm.	There is a man playing a game of tennis.	a man is holding a tennis racket at a game
A big brown cow with horns standing in a big grassy field	A large brown cow standing on top of a grass field.	This is a cow on a grassy plane with a mountain in the background.	The cow was walking through the pasture near the hills.	A cow standing in a grassy field near purple flowers.
a man on a surf board rides the waves	A man surfing in a breakwater area with other surfers watching.	A man is riding a surfboard on some wild waves.	A man is in the water and riding a surfboard.	Surfers are standing on the shore as a man is surfing through a wave.
A small town grocery store beside a road.	there is a truck that is parked outside of a store	An American flag flying from the top of a flag pole.	A car and a truck parked in front of a small store.	A picture of a small country store with a truck and car parked outside.
a counter with vegetables, knife and cutting board on it.	asparragus, lemons and a bowl of rice on a counter top	The preparation of salmon, asparagus and lemons.	Cooking table with assorted fish and lemons with asparagus.	A kitchen counter with cutting board, knife and food.
A bathroom with a white toilet, tub, and tile floor.	A bathroom with a bathtub and a toilet.	A small and plain white bathroom with a toilet and a tub.	A small bathroom features filed floors, and beige appliances.	A bathroom with a toilet and a bathtub.
Traffic sign on W 28 St with photo of bicycle in the top.	A street sign that has a no bicycle sign.	A traffic light with a bike signal on a pole.	a yellow colored traffic light and a street sign	A stop sign is next to a tall apartment building.
A green truck traveling down a road with a wooden flatbed.	A green truck moving a long on a road.	An old fashioned truck with wooden slatted back is stopped at the intersection.	An old green truck driving on the street.	An old green truck makes its way through town.
a glass vase with some flowers coming out of it	A room witb a statue, bookshelves, books and a vase with flowers in it.	A desk with a vase containing flowers, a sculpture of a man's head and shelves behind it.	A statue next to a vase of flowers on a shelf.	The bust of a man's head is next to a vase of flowers.
A man and two women standing around a wooden table.	A woman pours a glass of wine for a man.	A man and two women standing near a table with wine glasses.	A women pours wine into a glass for a man and another woman.	Two people are watching as a woman pours a glass of wine.
there is a man that is eating a very large slice of pizza	A man in glasses eating a large pizza off of the plate.	A man takes a bite from a large slice of pizza.	A man is eating food in a restaurant.	A close up of a man holding a plate eating a piece of pizza.
A large gray elephant standing under a blue covering.	A group of people watch an elephant that is wearing bells.	A large elephant wearing bells and necklaces under a blue pavillion.	An elephant with necklaces under a columned awning with people.	An elephant in the temple where people are looking at it.
A man falling down while looking at a soccer ball.	An Asian football player in an action stance.	Man in the middle of an action pose playing soccer.	A soccer play is caught in action as he pursues the ball.	An Asian man playing soccer in a field.
a man in black opening a fridge smiling	A guy in all black holding a refrigerator door open.	The man is standing half way in the refrigerator.	A man is standing partially inside an open refrigerator.	a male in a black shirt and a refrigerator
A group of people are reading a menu at the table	A group of people sit at a large table while talking.	People sitting on the long table with plates of food.	A long table full of people on both sides.	A long table accommodating many people while eating
A little girl sitting on a kitchen counter next to a plate of food.	A child on a counter by a plate of fires.	A little boy sitting on a kitchen counter top next to a plate of sliced apples.	A young child sitting on a kitchen counter next to some sliced apples.	A young child is sitting on top of the kitchen counter.
A living room filled with furniture and a flat screen TV.	A living room area with couches and a television.	I am unable to see an image above.	Living room with large television and wooden floors.	A cat sits on one of the couches in a living room.
A crashed airplane is shown with its front missing.	A plane crash that is taped and barricaded off and being searched through..	The fragment of the burned plane rests on the ground.	Blue and white airplane crashed in field broken in half.	A burnt tail piece of a airplane next to the water.
a bunch of zebras are standing in a field	four zebras standing close to the road	Four zebras that are crossing a dirt road.	A bunch of zebras are standing on the side of a dirt road.	A group of zebras standing in a grassy area.
Several people are around a table with cups of beer.	A variety of beers are shown and poured in small cups.	People sitting at a table full of drinks.	A few people are standing near a table with many poured drinks.	Three people at a table sampling multiple flavored drinks.
The reflection of a bus in a vehicle mirror	A school bus is being shown in a rearview mirror.	There is a side mirror reflecting a bus.	Review image in a mirror of a school bus.	A convex mirror hanging from the side of a bus.
A woman sitting in a chair while holding a young child.	A person holding a young boy on their lap.	a person with a child on their lap	A woman holding a little boy wearing a tie.	a smiling parent and child posing for a picture in the kitchen.
a man using a red phone receiver to talk on his cell phone	A man using a red handset attachment for his cell phone.	Man sitting at table using handset in conjunction with cell phone.	A man is using a receiver to answer a call from his cell phone.	A young man is sitting and talking on the phone.

End of preview. Expand in Data Studio

WinML Test Set

Dataset Summary

WinML Test Set is an evaluation‑only collection for validating model accuracy and stability on Windows ML / DirectML / ONNX Runtime pipelines. It aggregates several permissively‑licensed sources and harmonizes schema for reproducible, regression‑grade testing across backends and versions. Not intended for training.

Intended Use

Accuracy and regression benchmarking of Windows ML / DirectML / ONNX Runtime pipelines.
Cross‑version and cross‑backend consistency checks (CPU vs GPU / driver changes).
CI/CD gates for non‑regression evaluation.

Out‑of‑Scope Uses

Training or fine‑tuning models.
Public leaderboard claims beyond this documented evaluation scope.
Any use involving personal or sensitive data.

Dataset Creation

Sources: See /SOURCES/ (one subfolder per upstream dataset). Curation: None — this distribution aggregates upstream subsets as‑is. Processing: None — no changes or label edits were applied in this release.

Sources & Provenance

Each upstream dataset has its own folder in /SOURCES// with:

SOURCE.md: provenance (URL, authors/publisher, license, retrieval date, included components). CHANGES.md: this release — no changes (aggregated as‑is). Maintaining per‑source provenance and change logs supports auditability and license forwarding.

Licensing

This is an aggregation. Each upstream subset retains its original license; you must comply with the license applicable to any subset you redistribute:

Apache‑2.0 subsets — include a copy of the license; preserve attribution/patent/trademark notices; if upstream shipped a NOTICE, reproduce it; indicate changes when you modify files (none in this release). CC BY 4.0 subsets (e.g., Sama‑Coco) — provide TASL attribution (Title–Author–Source–License), link to the license, and indicate if changes were made (none in this release). Do not add legal/technological restrictions that limit the freedoms granted by CC BY.

See /LICENSES for canonical texts and NOTICE for consolidated attribution (and any upstream NOTICE content). Our contributions in this repository (README, NOTICE, CHANGELOG, and any Futuremark‑authored split or metadata files) are released under CC0 1.0 (Public Domain Dedication). This applies only to our additions; upstream content remains under its original license. Documenting licensing and metadata in the card aids correct reuse on the Hub

Changelog

See CHANGELOG.md for versioned updates (counts, label changes, file moves).

Contact

For issues/takedowns: contact admin@futuremark.com. No endorsement is implied; trademarks belong to their owners.

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Size of downloaded dataset files:

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Size of the auto-converted Parquet files:

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Number of rows:

2,469