id int64 0 750k | text stringlengths 10 10k | embedding listlengths 1.02k 1.02k |
|---|---|---|
0 | Lieutenant Colonel Lee T. "Bear" Lasseter (1934–1980) was an Officer and aviator in the United States Marine Corps. Major Lasseter and his Radar Intercept Officer (RIO) Captain John "Lil" Cummings are the only all USMC aircrew to shoot down a North Vietnam MiG during the Viet Nam War. On 11 September 1972, while piloti... | [
0.043502796441316605,
-0.22347241640090942,
0.33541443943977356,
0.2406148910522461,
-0.3769190311431885,
-0.09180024266242981,
-0.016148405149579048,
0.4835749566555023,
0.3163934648036957,
-0.2899685502052307,
0.43583449721336365,
0.9051774144172668,
0.3789816200733185,
0.116333894431591... |
1 | Yaguachi is a town in the Guayas province of Ecuador.
The town is best known for its cheese, thought to be made from a special breed of goat that can only survive in the exact climate of this region.
Sources
www.inec.gov.ec
Populated places in Guayas Province | [
-0.9578436613082886,
-0.4475707709789276,
0.001157800666987896,
0.7729038596153259,
-0.5898930430412292,
0.2828291356563568,
0.14810745418071747,
1.0017902851104736,
-0.6795519590377808,
-0.5340695381164551,
-0.5124843120574951,
1.231364130973816,
0.41499850153923035,
0.14095482230186462,
... |
2 | Queen Uihwa of the Jincheon Im clan () was a Goryeo queen consort as the first and primary wife of King Hyejong. Their only son must lost his life for political reasons during King Gwangjong's reign without able to ascended the throne and their eldest daughter instead became Gwangjong's 2nd wife also for political alli... | [
0.49962520599365234,
-0.5265077948570251,
0.582038402557373,
0.09790550917387009,
-1.3427990674972534,
0.9061805009841919,
0.052925750613212585,
0.5483033061027527,
-0.15364278852939606,
-0.7849650382995605,
-0.13446259498596191,
-0.21756507456302643,
-0.06960420310497284,
-1.2328108549118... |
3 | Mary Patricia Shepherd (4 July 1933 – 20 October 2003) was a British thoracic surgeon who worked at Harefield Hospital in London. She is known for her research on plombage, membrane oxygenation, and diaphragmatic grafts.
Biography
Mary Shepherd was born on 4 July 1933 in Forest Hill, London. Her father was George Raym... | [
0.390532523393631,
-0.584047257900238,
1.197446584701538,
0.3263171911239624,
-0.0694601982831955,
-0.3922247886657715,
-0.4894293248653412,
1.1704068183898926,
-0.20714899897575378,
-0.4913645386695862,
-0.016308117657899857,
0.5865745544433594,
1.1763213872909546,
-0.24247585237026215,
... |
4 | Sidi Hadjeres is a town and commune in M'Sila Province, Algeria. According to the 1998 census it has a population of 6,774.
References
Communes of M'Sila Province
Cities in Algeria | [
0.2938508689403534,
0.22724752128124237,
0.9381961822509766,
1.0059736967086792,
-0.9778680801391602,
-0.5709788799285889,
-0.11515112221240997,
0.38934290409088135,
-0.22871725261211395,
-0.7567819356918335,
-0.04989928379654884,
0.8999792337417603,
1.1103061437606812,
-0.7587239742279053... |
5 | Adrenal hemorrhage (AH) is acute blood loss from a ruptured vessel of the adrenal glands above the kidneys.
It is a rare, yet potentially fatal event that could be caused by trauma and multiple non-traumatic conditions. Despite the unclear etiology, there are several risk factors of adrenal hemorrhage, including birth... | [
0.14048464596271515,
0.1438930481672287,
-0.1856452077627182,
-0.18767252564430237,
-0.7711902856826782,
0.4659002721309662,
-1.2321574687957764,
0.9206254482269287,
0.26781728863716125,
-0.20103298127651215,
0.18119916319847107,
-0.9500144720077515,
0.44386953115463257,
0.1730139255523681... |
6 | Temba Bavuma (born 17 May 1990) is a South African international cricketer who is the current captain of the South African cricket team in Tests and ODI cricket, and formerly captained in T20I. He is now predominantly a right-handed opening batsman. He was the first black African cricketer to make a Test century for So... | [
0.5253844261169434,
1.0561294555664062,
2.107888698577881,
0.46325379610061646,
0.13956096768379211,
-0.16596680879592896,
0.07004916667938232,
0.42676687240600586,
0.08842220157384872,
-1.762493371963501,
0.31461766362190247,
-0.1746363639831543,
0.397878497838974,
-0.33574914932250977,
... |
7 | Netherlands competed at the 2016 European Athletics Championships in Amsterdam, Netherlands, between 6 and 10 July 2016.
Medals
Results
Men
Track & road events
Field Events
Combined events – Decathlon
Women
Track & road events
Field Events
Combined events – Heptathlon
References
European Athletics Champions... | [
0.38256314396858215,
0.8950063586235046,
0.40980011224746704,
0.7366006970405579,
-0.17677611112594604,
-1.0120007991790771,
-0.46239760518074036,
1.5126333236694336,
0.5437614917755127,
0.5950333476066589,
0.28429242968559265,
0.7461613416671753,
2.096653461456299,
-0.3234933316707611,
... |
8 | "Killing em Softly is a 1982 Canadian thriller film directed by Max Fischer, starring Irene Cara, Ge(...TRUNCATED) | [0.0308404378592968,-0.235695019364357,0.6929736137390137,0.17877040803432465,-0.664908766746521,-0.(...TRUNCATED) |
9 | "Manubhai Lallubhai Jodhani (28 October 1902 – 29 December 1979) was a Gujarati writer, folklorist(...TRUNCATED) | [-0.25291234254837036,0.3926505446434021,0.9001244902610779,-0.9425039291381836,-0.11487226188182831(...TRUNCATED) |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Vector Database Dataset
Generated embeddings dataset for vector database training and evaluation with multiple format support.
Dataset Structure
- Base dataset: 1,000,000 samples with embeddings
- Query dataset: 100,000 query samples
- Embedding dimension: 1024
Repository Structure
📁 parquet/
Contains parquet files compatible with HuggingFace dataset viewer:
base.parquet- Main dataset with text and embeddingsqueries.parquet- Query subset for evaluation
📁 fvecs/
Contains .fvecs files for DiskANN compatibility:
base.fvecs- Base vectors in fvecs formatqueries.fvecs- Query vectors in fvecs format
📁 diskann/
Contains pre-built DiskANN index files:
gt_*.fbin- Ground truth fileindex_*.index- DiskANN index files- Additional index metadata files
Usage
Loading with HuggingFace Datasets
from datasets import load_dataset
# Load the dataset (uses parquet files automatically)
dataset = load_dataset("maknee/wikipedia_stella")
base_data = dataset['base']
query_data = dataset['queries']
# Access embeddings and texts
import numpy as np
embeddings = np.array(base_data['embedding'])
texts = base_data['text']
Using .fvecs files with DiskANN
# Download and use .fvecs files
from huggingface_hub import hf_hub_download
base_fvecs = hf_hub_download(repo_id="{repo_name}", filename="fvecs/base.fvecs")
query_fvecs = hf_hub_download(repo_id="{repo_name}", filename="fvecs/queries.fvecs")
# Load with your DiskANN pipeline
# (Implementation depends on your DiskANN setup)
Using Pre-built DiskANN Index
# Download index files
from huggingface_hub import hf_hub_download
import os
# Create local directory for index
os.makedirs("diskann_index", exist_ok=True)
# Download all index files (adjust filenames as needed)
index_files = ["gt_100.fbin", "index_64_100_256_disk.index"] # Example names
for filename in index_files:
hf_hub_download(
repo_id="{repo_name}",
filename=f"diskann/{filename}",
local_dir="diskann_index"
)
# Use with DiskANN search
# (Implementation depends on your DiskANN setup)
File Formats
- Parquet: Efficient columnar format, compatible with pandas/HuggingFace
- fvecs: Binary format for vector data, used by many vector search libraries
- DiskANN: Optimized index format for fast similarity search
Generated with the DiskANN embedding generation tool.
- Downloads last month
- 4