sentence-transformers How to use Jrinky/model3 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Jrinky/model3")
sentences = [
"Who are some notable individuals named Roger Mason",
"Rav Kook's writings are extensive, and he is considered one of the most celebrated and influential rabbis of the 20th century. Some rabbis recommend that students of his begin studying his writings with Ein Ayah. References\n\nExternal links\n Ayin Ayah (full text), Hebrew Wikisource\n * Ayn Aya Classes in English\n\nTalmud\nAggadic Midrashim\nAbraham Isaac Kook\nHebrew-language religious books",
"Roger Mason may refer to:\n\nRoger Mason (baseball) (born 1958), American baseball player\nRoger Mason (geologist) (born 1941), discoverer of Ediacaran fossils\nRoger Mason Jr. (born 1980), American basketball player\nRoger Mason (musician), Australian keyboardist\nL. Roger Mason, Jr., former assistant director of National Intelligence for Systems and Resource Analyses",
"Timetabled passenger services on both lines had ceased by the end of February 1959. Shipping\nThe Bourne-Morton Canal or Bourne Old Eau connected the town to the sea in Roman times. Until the mid-19th century, the present Bourne Eau was capable of carrying commercial boat traffic from the Wash coast and Spalding. This resulted from the investment following the Bourne Navigation Act of 1780. Passage became impossible once the junction of the Eau and the River Glen was converted from gates to a sluice in 1860. Media\nLocal news and television programmes are provided by BBC Yorkshire and Lincolnshire and ITV Yorkshire. Television signals are received from the Belmont TV transmitter, the Waltham TV transmitter can also be received which broadcast BBC East Midlands and ITV Central programmes. Local radio stations are BBC Radio Lincolnshire, Greatest Hits Radio Lincolnshire and Lincs FM. The town's local newspapers are Bourne Local and Stamford Mercury. Sport\nBourne Town Football Club plays football in the United Counties Football League, whilst Bourne Cricket Club plays in the Lincolnshire ECB Premier League. These teams play their home games at the Abbey Lawn, a recreation ground privately owned by the Bourne United Charities. Motor sports\n\nThe racing-car marques English Racing Automobiles (ERA) and British Racing Motors (BRM) were both founded in Bourne by Raymond Mays, an international racing driver and designer who lived in Bourne. The former ERA and BRM workshops in Spalding Road are adjacent to Eastgate House, the Mays' family home in the town's Eastgate. Landmarks\n\nThere are currently 71 listed buildings in the parish of Bourne, the most important being Bourne Abbey and the Parish Church of St Peter and St Paul (1138), which is the only one scheduled Grade I. Notable people\nBourne is reputedly the birthplace of Hereward the Wake (in about 1035), although the 12th-century source of this information, De Gestis Herwardi Saxonis, refers only to his father as being \"of Bourne\" and to the father's house and retainers there. Robert Mannyng (1264–1340) is credited with putting the speech of the ordinary people of his time into recognisable form. He is better known as Robert de Brunne because of his long period of residence as a canon at Bourne Abbey. There he completed his life's work of popularising religious and historical material in a Middle English dialect that was easily understood at that time. William Cecil (1520–1598) became the first Lord Burghley after serving Queen Elizabeth I. He was born at a house in the centre of Bourne that is now the Burghley Arms. Dr William Dodd (1729–1777), was an Anglican clergyman, man of letters and forger. He was prosecuted, sentenced to death and publicly hanged at Tyburn in 1777. Charles Frederick Worth (1825–1895), son of a solicitor, lived at Wake House in North Street. He moved to Paris and became a renowned designer of women's fashion and the founder of haute couture. The French government awarded him the Légion d'honneur. Sir George White (1840-1912), MP for North West Norfolk, a seat he held for twelve years until he died in 1912. He was knighted for public service in 1907."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
