sentence-transformers How to use Jeswina-123/AI_QA_Complete_Project_Models with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Jeswina-123/AI_QA_Complete_Project_Models")
sentences = [
"What are the AA systems called in Russian?",
"Non-English terms for air defence include the German Flak (Fliegerabwehrkanone, \"aircraft defence cannon\", also cited as Flugabwehrkanone), whence English flak, and the Russian term Protivovozdushnaya oborona (Cyrillic: Противовозду́шная оборо́на), a literal translation of \"anti-air defence\", abbreviated as PVO. In Russian the AA systems are called zenitnye (i.e. \"pointing to zenith\") systems (guns, missiles etc.). In French, air defence is called DCA (Défense contre les aéronefs, \"aéronef\" being the generic term for all kind of airborne device (airplane, airship, balloon, missile, rocket, etc.)).",
"After setting up his workshop, Bell continued experiments based on Helmholtz's work with electricity and sound. He also modified a melodeon (a type of pump organ) so that it could transmit its music electrically over a distance. Once the family was settled in, both Bell and his father made plans to establish a teaching practice and in 1871, he accompanied his father to Montreal, where Melville was offered a position to teach his System of Visible Speech.",
"Beginning in February 1988, the Democratic Movement of Moldova (formerly Moldavia) organized public meetings, demonstrations, and song festivals, which gradually grew in size and intensity. In the streets, the center of public manifestations was the Stephen the Great Monument in Chişinău, and the adjacent park harboring Aleea Clasicilor (The \"Alee of the Classics [of the Literature]\"). On January 15, 1988, in a tribute to Mihai Eminescu at his bust on the Aleea Clasicilor, Anatol Şalaru submitted a proposal to continue the meetings. In the public discourse, the movement called for national awakening, freedom of speech, revival of Moldavian traditions, and for attainment of official status for the Romanian language and return to the Latin alphabet. The transition from \"movement\" (an informal association) to \"front\" (a formal association) was seen as a natural \"upgrade\" once a movement gained momentum with the public, and the Soviet authorities no longer dared to crack down on it."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
