Datasets:

Icey444
/

ret-sample

subset stringclasses 4 values	task stringclasses 1 value	instruction stringlengths 0 136	caption stringlengths 30 190	q_key stringlengths 16 16	pos_key stringlengths 16 16	group_id int64 1 5.57k	n_text_tokens int64 0 26
filter	cir	What is this actually made of?	a close-up photo of a detailed clothing pattern or a seamstress's sewing machine on a wooden table with fabric	eba173f9c5cb7bff	bdbb583a18dc4194	3,187	7
results	cir	How is this put together internally?	A close-up shot of a plastic bin filled with various gray and white LEGO Technic connector beams, pins, and gears.	79ba8e04e96a4741	3e6a5a40c71d5fc7	4,235	7
results	cir	What can be found inside this building?	A close-up shot of a heavy chrome dumbbell and a kettlebell resting on a black rubber gym floor.	77cedc4c19ec380d	606e252468edc3c0	867	8
filter	cir		a close-up photo of a yellow dandelion flower in full bloom	1f4b764e3f6842e4	64dae916ed866246	758	0
results	cir	What would you use to provide your contact information to a guest staying at this location?	A metal key card resting on a polished wooden reception counter.	e38ed1539ef29043	764765bdbb0b8869	2,642	17
filter	cir		a close-up photo of a brown avocado seed resting on a white surface	be6e7c76d7c39ae2	f91113ffb58608ce	2,415	0
results2	cir	What else would typically be used to celebrate the occasion this is prepared for?	a close-up photo of a traditional Indian clay oil lamp, a diya, with a lit cotton wick and a small pool of oil	95d263bf40650bc6	0580f98604a7cd24	4,146	15
instruct	cir	Where is this taking place?	A close-up of a professional weather map showing a heavy snowfall warning and temperature gradients over a mountainous region.	fbf00c2901ce040c	513f588fc913a5d9	3,392	6
results2	cir	What would I put inside this to make a drink?	a close-up photo of a tea bag sitting in a porcelain saucer	e187020198339823	c29332d41bbc0163	1,482	11
results2	cir	Where would someone go to experience the feeling these represent?	a photo of a colorful tropical beach with white sand, turquoise water, and palm trees under a bright blue sky	e2c7e7b964952492	e1f1541f66c00d1e	5,408	11
filter	cir	What is the primary ingredient used to make this?	a close-up photo of a carton of raw eggs on a kitchen counter	af0ac21225ff4316	fcb9164b16a9317c	3,458	10
results2	cir	What would this have stopped at to keep running?	a close-up photo of a vintage fuel pump at an old-fashioned gas station	581b52ce4b4ab638	02249d30d3850851	1,619	10
instruct	cir		a close-up of a digital stopwatch showing a fast race time	eb94018bd5ef4ce7	a09dad4c3b35e622	1,918	0
filter	cir		a close-up photo of a high-end residential electrical circuit breaker panel with various switches and labels	94586224bdadeddb	2cb1a662e164dd12	401	0
results	cir	What is required for safety while navigating this area?	A life jacket and a bright orange life ring stored in a white locker on a boat deck.	ebf4716c78e5d4d3	0c34f6a9199147dc	289	10
instruct	cir	What would this person use to maintain that specific look?	A close-up of a grooming kit containing a comb, hair wax, and scissors for maintaining short grey hair.	f2f8c04f7daea9ea	699281697b970503	3,626	11
results	cir	What would be a suitable accompaniment for this drink?	A detailed shot of a gourmet cheese platter featuring brie, cheddar, and grapes arranged on a slate board.	cebca48eaeb6724a	2d7817b369fe02ec	249	12
results2	cir	What's a traditional treat that goes along with this?	a close-up photo of a small, wooden Christmas tree ornament lying on a table	8488af3360509b7d	abb55aef48ff2198	873	11
results	cir	What would this bird produce to ensure the continuation of its species?	A close-up of a nest made of dried grass and twigs hidden in a hollow of a tree branch.	a9062ca46a10f0e0	99ff5b8db80ee8a1	430	13
instruct	cir	What is a common treat that this character is known to love?	A close-up of a variety of cotton candies in different colors at a carnival	f43d344eed1cb161	b2e46c5626b317cc	4,232	13
instruct	cir	What would be used to transport the wearer of these?	A baby stroller parked on a sidewalk	9abd27782e1c6012	ac5dfdb7fad73d70	1,446	11
results2	cir	What would naturally be attracted to this to help it reproduce?	a close-up photo of a honeybee pollinating a flower	55162083b596bd1c	4b18fb69d5268b6a	1,659	12
instruct	cir	What is the internal mechanism that allows this to function?	A detailed close-up of a circuit board with capacitors and resistors	60662acfb400a54b	2ffa6b28c850df1e	4,241	11
instruct	cir	What would you wear on your feet to walk through this area after the storm passes?	A heavy-duty rubber rain boot stepping in mud	13d0faccc297c960	115c5fdc3e940c82	5,263	17
results2	cir	What would this look like if it were just served as a snack?	a close-up photo of a pile of fresh watermelon chunks, blueberries, and cantaloupe pieces in a glass bowl	ba4db15e09f1202c	fe629182feec66e4	4,116	14
instruct	cir	What else is needed to complete the celebration for this?	A detailed shot of a child's hand holding a pink balloon against a white wall.	c44eff25396aa666	744d58a641c76739	2,466	11
instruct	cir	What do I need to consult if it breaks down?	A car owner's manual open to the maintenance schedule page	ab82d0b3edda8e0e	d8ce216c4edbcd98	35	11
results	cir	What would it look like if I ordered one of the popular items from this?	A close-up photo of a slice of creamy tiramisu topped with a dusting of cocoa powder on a white ceramic plate.	07e4cac816646f03	70da99759e41811c	3,101	16
instruct	cir	What remains after using this for a long time?	A small pile of grey wood ash in a metal bucket	84776a0ae8430dd9	42d20af92b57eb00	3,791	10
results	cir	What would be needed to organize and store the items on that table for later use?	A close-up of a large bowl of electrolyte-rich sports drinks and energy gels placed on a folding table at a race station.	6560c82d6156016c	52a8d464355c4dcd	344	17
results2	cir	Could I get one of these as a small accessory for my keys?	a close-up photo of a small colorful elephant figurine	aee3b16627a090fb	0110a4c693ce98ae	1,126	14
filter	cir	What would this look like if it were an actual historical artifact?	a close-up photo of a medieval metal helmet resting on a wooden table	69738ef14fb91082	cff4422b298e86e9	3,861	13
instruct	cir	What was used to prepare the toppings for this?	A close-up of a professional chef's knife slicing through a ripe, juicy red tomato on a dark slate surface	f4529b34f3c822f7	16d55d14aa0b371b	1,091	10
results	cir	Show the original blueprints used to design this.	A high-angle close-up of a set of architectural blueprints and a drafting scale ruler lying on a wooden desk	a65a146cce9086a1	cc507b61e29a5f99	2,828	10
instruct	cir	Where can this land safely?	A wide shot of a concrete helicopter landing pad on a rooftop	2030a9542bab5129	59249f6082b010d9	784	6
results	cir	What is required to enter this place?	A detailed macro shot of a heavy iron key with an ornate bow, resting on a dusty velvet cloth.	6c5d98e905179103	12e5c5381db33875	828	8
instruct	cir	What would complete the look for this?	An open bridal jewelry box with a pearl necklace	c36f7f6decccb82c	5e1191e34489f1ba	2,113	8
instruct	cir	Where would the guests sit to watch this?	An empty church pew or reception hall chair with a 'Reserved' sign	515e38f4747d5588	976d2342dc4b07c9	1,396	9
instruct	cir	What geological feature formed the land this town is built upon?	A wide shot of a rugged volcanic mountain range with dark basaltic rock and sparse green vegetation under a bright blue sky.	94efd8a884a19197	7258b37fbf2da044	1,474	12
results	cir	What would be stored inside this?	A large pile of golden hay bales stacked inside a dimly lit wooden loft	75cf1154ce675d70	3c0d117e4d9f38fd	458	7
instruct	cir	What is needed to keep this from drifting away when it is not moving?	A close-up of a heavy-duty stainless steel mooring cleat bolted to a concrete pier with a thick nylon rope tied around it.	82e154f14495c0c7	1f58708b68e90d25	4,940	15
results2	cir	What would actually be attracted to these in a garden?	a close-up photo of a honeybee landing on a flower	bfcdc110043c980f	ae06a82c0fc4b335	4,682	11
filter	cir		a close-up photo of a fuse box with several circuit breakers in a basement	871a3965c3cb8e20	7c33e438c2969972	2,400	0
results2	cir	What tool would I use to create a piece like this?	a close-up photo of a traditional glass cutter tool with a small diamond or carbide wheel	739f749f023d88f1	2cf8db1d61bcaf74	751	12
results	cir	What is a traditional local dish associated with the city where this is located?	A photo of a traditional English fish and chips meal served in newspaper on a white plate.	5ac2fa51a927946a	ed5843509c6ac547	5,539	15
instruct	cir	What happens to these after they are cut down?	A pile of freshly chopped firewood stacked against a stone wall	3fc2477408920ad0	d88c10104a56fc48	2,236	10
instruct	cir	What is used to secure this while it is docked?	A photo of a dock worker tying a thick rope to a metal cleat	21f2bd1b65cb028b	7c6911752bc323c0	1,453	12
instruct	cir	What are the raw ingredients used to make these?	A close-up of raw broccoli florets, shredded cheddar cheese, and a cracked egg in a mixing bowl.	9b02cfd2932d1246	92926b7dab59f437	4,060	10
instruct	cir	What would this need to stay upright on a flat surface?	A small plastic doll stand supporting a doll from beneath	dea3d0e0c633e98c	5616e689111fa02f	739	12
results	cir	How is it constructed?	A professional architectural blueprint of a skyscraper's structural steel frame and foundation layout spread across a wooden drafting table.	00458f9e5b3b4914	c1949035177b30ff	3,955	5
filter	cir	Where would I go to fill this up?	a close-up photo of a vintage metal gas pump from the 1950s at a nostalgic service station	904d31f1869b656d	0d218cc44b10f5c9	2,000	9
instruct	cir	Where in the world is this located?	A high-resolution map of the Southwestern United States highlighting the Four Corners region.	c3c1955270a884e4	ae824ce636f0f67a	1,112	8
results2	cir	Where does the main ingredient for this come from?	a close-up photo of a wheat field with golden stalks under a blue sky	2ce1464de66159b2	7caf6df716e556c6	1,275	10
instruct	cir	What is the whole form of the green garnish used in this?	A close-up of a fresh fennel bulb with its bright green fronds, resting on a rustic wooden cutting board.	0e300905947e44d0	35eeb0dcd362f9eb	2,878	14
instruct	cir	Who would be most likely to serve this at a party?	A person wearing a Halloween costume with fake blood and makeup	1f38dc42e14c2740	733d4e8db454995a	580	12
instruct	cir	Where can one go to get a closer look at the nature surrounding this area?	A first-person view of a walking trail along the River Torrens linear park with lush green grass and flowering shrubs.	00be1269584bff1f	900704d937b345b5	2,633	16
instruct	cir	What is the initial state of this during its creation?	A close-up of a glass-blowing pipe with molten glowing orange glass being shaped into a spherical ornament.	13b789fbc8405979	e7ceca06220b73c1	5,287	11
results	cir	What does the front of this person look like?	A black and white portrait of a woman's face showing a matching small tattoo behind her ear.	34953894f56e5df3	60658b0ef5c5e7ea	5,356	10
instruct	cir	What does it look like inside?	A view of the interior staircase and structural ironwork inside the Statue of Liberty	9757815d4c211d1d	26ea969ea61bd9fb	3,922	7
results	cir	What materials are needed to create more of these?	A macro image of various spools of colorful embroidery floss and cotton threads arranged in a sewing kit.	24d05c55b0159464	684aed996254ed7f	3,911	10
results	cir	What does the sky above this landscape look like after the sun goes down?	A wide-angle shot of a clear night sky filled with bright stars and the Milky Way over a dark silhouette of desert mountains.	fdcfba26ae355f75	23f33e6fc37ce5a0	4,915	15
instruct	cir	Where would one place this to show devotion?	A high-angle shot of a small, candle-lit home altar with a white lace tablecloth and various religious figurines.	25efbb9a67309b8e	108deb6b981c1710	1,526	9
instruct	cir	What would be a refreshing way to consume a small amount of this in a glass?	A clear glass of sparkling water with ice cubes	4095c38d0cd18119	ba50530330be649f	4,801	17
instruct	cir	What would typically be used to offer a prayer to this?	A high-angle shot of a traditional incense burner releasing a cloud of smoke	32ebe3ea26d00976	36416dbe54de3cb8	647	12
results	cir	How would you organize this sentiment into a structural puzzle?	A high-resolution photograph of a finished crossword puzzle with all the boxes filled in and a pen resting on the side.	566943be56d3ac4a	99ac0c49fad2f140	3,523	11
results	cir	What would a guest write to express their gratitude after experiencing this?	A high-resolution image of a professional choreographer's handwritten notes and a rhythmic dance diagram on a clipboard.	66af87e1889b8c02	994453c304b1c458	3,867	13
instruct	cir	Where did these come from?	A detailed shot of a white chicken standing in a sunny farmyard with straw on the ground.	6b87ebf044289f52	a68caf7d19c9b705	4,368	6
filter	cir	What is inside of it to make it comfortable?	a close-up photo of a mattress with a visible internal spring system and foam layers	def8e03df964ec84	a6d0d734bc1b76e0	2,019	10
instruct	cir	Where would this person live?	A wide shot of a royal palace courtyard with stone walls and archways	396c5270ef0ee986	be9c8864c07835d8	3,483	6
results	cir	Show the internal machinery required to power this.	A high-angle shot of a complex network of underground water pipes and industrial pumping stations.	601ce815a7d7c148	c5608d77761ee822	2,433	9
results2	cir	How does the liquid get into these?	a close-up photo of a professional beer tap handle and faucet in a bar	0d9515d5ab9b7c4d	c52e12576da17d83	1,995	8
results2	cir	What would be used to create a garment like this?	a close-up photo of a traditional fabric sewing machine with a spool of thread	f8284701c0857310	00ffc1b3b56bcfb6	2,471	11
results	cir	What is the content of the objects found in these positions?	A close-up shot of an open leather-bound Bible with highlighted verses and a pair of reading glasses resting on the page.	7da4b79529bfebb7	1d49efa13ae6f64c	5	12
filter	cir	How could I track the progress of this activity if I'm doing it for rehabilitation?	a close-up photo of a healthcare patient's medical chart or a chemotherapy infusion pump in a hospital setting	b83ebd1533d167c4	0c6d90fc2e5350cd	2,932	17
results2	cir	What would I need to wear to explore this safely?	a close-up photograph of a hiking boot with mud on the sole and laces tied	f7dac2b41fa990f4	4709eb83cb52e3c3	3,769	11
instruct	cir	How can I secure my gear for a trip here?	A set of heavy-duty metal snowshoes resting on a wooden porch	f2d35e71d10b80da	09b39bb8b3cabf56	1,496	11
filter	cir	What is the internal mechanism that makes this sound?	a close-up photo of a small metal clapper inside a large church bell	563ea5870364e619	422ee06c488361d4	2,385	10
instruct	cir	Where would you go to hear a professional discussion about the knowledge stored here?	A wide shot of a modern university lecture hall with students sitting at desks and a professor speaking in front of a digital projection screen.	f3ec515dafd1c247	5cd6cfa08a3d0fdb	2,055	15
results2	cir	What would it look like if you took this apart and left the pieces to weather?	a close-up photograph of a rusty metal engine block with pistons and gears	1271742453d46962	6fb7807728d5a812	2,302	17
instruct	cir	What could be added to this to make it a celebratory drink?	A person holding a small cocktail umbrella and colorful straws	61940a88fa3fa6c0	839c0600ed4da153	4,095	14
results	cir	How is this powered?	A close-up shot of a modern electrical circuit breaker panel with several flipped switches and wiring.	b5b552f0a80cc280	5562dabd3c30251c	4,288	5
results	cir	What is used to restrain it?	A close-up shot of a heavy-duty leather bull-fighting rope with a thick, knotted grip and worn texture.	4e0f7aab37eaa373	0eef661bf0ba3f98	2,417	7
results	cir	What would typically be given to this person to celebrate the occasion shown?	A stack of wrapped colorful gift boxes with satin ribbons and bows.	13789b4de5c1d8b4	25f07c036711d2d5	3,505	14
results	cir	What would be used to record the key points from this conversation?	A close-up of a digital voice recorder and a notepad with handwritten bullet points on a yellow legal pad.	d3fc1b98926680bd	f487d9fae54f3ba6	4,958	13
results	cir	What would be used to add color to this?	A high-resolution close-up of a wooden artist's palette with blobs of oil paint, a set of fine-tipped brushes, and a graphite pencil resting on a stained canvas.	be19fd2b77cb62e9	cceac979f69cde7e	2,494	10
results2	cir	What would have been used to create the fabric for these?	a close-up photo of a vintage sewing machine with a spool of thread	6a21ae1ddfc1adac	2f0cc451e3d9e668	2,308	12
results	cir	What can be used to cook these into a preserve?	A traditional cast iron pot on a stove containing simmering purple fruit compote.	446a45ce0fb11e09	4de743fd3bfb4bf8	860	11
instruct	cir	Where would this character naturally come from?	A wide shot of a dense, ancient redwood forest with towering trees and sunlight filtering through a thick green canopy.	cca325a0cad5c98b	4386d1c724648df9	2,173	8
filter	cir	What is the specific item they are all wearing around their heads?	a close-up photo of a red athletic headband tied in a knot	0a40bee8006e27d5	3c0da8178c17ffb8	331	13
instruct	cir	What was used to make this?	A close-up of a crochet hook and a ball of white wool yarn resting on a wooden table	c4e6ff5668b3d096	a19af02b6c99c943	4,220	7
results2	cir	What would I use to prepare some of these for a warm breakfast?	a close-up photo of a stainless steel electric toaster with two slices of toasted bread popping up	5bd97203e0deeb17	10e22901a1601266	427	14
instruct	cir	What would be used to create this?	A close-up of a vintage metal sewing machine with a spool of red thread and a needle threaded through the fabric guide.	a46c504353e4ce03	f9da01c350a098b0	2,529	8
instruct	cir	What was used to make it?	A professional sewing machine with a spool of orange thread	30f757dc57877bc8	54622582cb7ed489	5,312	7
instruct	cir	What was used to plan the construction of this?	An old black-and-white architectural blueprint of an Art Deco building, featuring technical drawings and handwritten notes.	0a0f97ed8bd0b5a0	8cd8f6500e2d45d3	87	10
instruct	cir	What could be used to add a sharp kick to this?	A close-up of a professional chef's knife slicing through a firm, ripe tomato on a dark slate surface with juice droplets visible.	ca408a4d6c82559a	dd2fdb463efa92ce	4,632	12
filter	cir		a close-up photo of a pair of eyeglasses resting on a wooden table	6fa399f5a4516f6e	d631577b25b0d2ea	4,820	0
instruct	cir	What would be used to warm this up before serving?	An oven with a glowing heating element and a baking tray inside holding a loaf of bread rising in the heat.	8601920e498a2238	7ead336edcd2dda7	4,088	11
results	cir	What is a handheld version of what it is wielding?	A macro shot of a silver ornate dagger with a ruby-encrusted hilt, resting on a piece of black velvet.	6991255da8a3b59f	64a3c687c0965f3b	485	11
results	cir	What is typically found behind this?	A high-angle shot of a Zen rock garden featuring carefully raked white gravel patterns around several large, mossy basalt stones.	871a975a93f74ebc	3edc593e25dbc1ab	5,110	7
instruct	cir	Which creature is famously sent out from this to find land?	a white dove perched on an olive branch	0735756cf91b5414	460cce8715021765	2,759	12

End of preview. Expand in Data Studio

ret-sample — reasoning-retrieval query→positive pairs

Composed-image-retrieval (CIR) style pairs: a query image + instruction retrieves a target image. Images are embedded directly in the parquet, so nothing external is needed to train or browse.

3,127 pairs · 8 shards · 341 MB
Built for williamium3000/Qwenvl2d5 (ret-streaming-retsample branch) and streamable by it with no S3 credentials.

Columns

column	type	meaning
`q_image`	`Image()`	query image (PIL on access; stored as original JPEG bytes)
`pos_image`	`Image()`	positive/target image
`instruction`	string	the query instruction (what to retrieve)
`caption`	string	caption of the positive
`q_key`, `pos_key`	string	`blake3(raw file bytes)[:16]` content ids
`group_id`	int	near-duplicate cluster id (teacher cosine ≥ 0.98)
`n_text_tokens`	int	exact instruction length, Qwen2.5-VL tokenizer
`task`, `subset`	string	`cir`; source subset (results / instruct / …)

Usage

from datasets import load_dataset
ds = load_dataset("Icey444/ret-sample", split="train")
r = ds[0]
r["q_image"]        # PIL.Image
r["instruction"]    # "What would I need to use to navigate through a place like this?"
r["pos_image"]      # PIL.Image

Training (in the repo above):

bash scripts/sft_ret_sample_streaming.sh     # --dataset ret_sample%100

Notes

No hard negatives. The training code uses in-batch InfoNCE; its collator explicitly cannot take a 3rd item per instance, so mined negatives would be carried and never read.
Images are stored undecoded and decoded to PIL once at preprocess time — lossless (verified byte-identical through the pipeline) and no per-epoch re-encode.
Source images originate from jeffrey/reasoning_retrieval on the zillion2 store; the _key columns are content hashes of those exact bytes.

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