How to use thebajajra/RexBERT-base-embed-pf-v0.3 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("thebajajra/RexBERT-base-embed-pf-v0.3") sentences = [ "Andrew Garfield was in a movie directed by Martin Scorsese.", "Catherine wheel (firework) Catherine wheel (firework) The Catherine wheel or pinwheel is a type of firework consisting of a powder-filled spiral tube, or an angled rocket mounted with a pin through its center. When ignited, it rotates quickly, producing a display of sparks and coloured flame. The firework is named after Saint Catherine of Alexandria who, according to Christian tradition, was condemned to death by “breaking on the wheel”. When she touched the wheel it miraculously flew to pieces. The largest Catherine wheel ever made was designed by the Lily Fireworks Factory of Mqabba, Malta. The Catherine wheel had a diameter of ,", "The technical competence of a laboratory depends on a number of factors, including: The level of integrity and technical competence that comes from compliance with the SORs and the full body of standards and guidance is an important way in which CPAs can set themselves apart from other financial service providers.", "Silence (2016 film) Silence is a 2016 historical period drama film directed by Martin Scorsese and written by Jay Cocks and Scorsese , based upon the 1966 novel of the same name by Shūsaku Endō . Set in Nagasaki , Japan , the film was shot entirely in Taiwan around Taipei . The film stars Andrew Garfield , Adam Driver , Liam Neeson , Tadanobu Asano and Ciarán Hinds . The plot follows two 17th century Jesuit priests who travel from Portugal to Japan to locate their missing mentor and spread Catholic Christianity . The story is set in the time of Kakure Kirishitan ( `` Hidden Christians '' ) , following the suppression of the Shimabara Rebellion ( 1637 -- 1638 ) of Japanese Roman Catholics against the Tokugawa shogunate . A long-time passion project for Scorsese , which he developed for over 25 years , the film premiered in Rome on November 29 , 2016 , and was released in the United States on December 23 , 2016 . The American Film Institute selected Silence as one of its ten Movies of the Year . The film also received an Academy Award nomination for Best Cinematography at the 89th Academy Awards . Silence is the last of Scorsese 's trilogy of film epics about religious figures struggling with challenges to faith , following The Last Temptation of Christ and Kundun ." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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