sentence-transformers How to use much1na/distil-cohere-v1-ckpt with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("much1na/distil-cohere-v1-ckpt")
sentences = [
"In many of the works, including the original series, Warhol drastically simplified the gold medallion that appears on Campbell's Soup cans by replacing the paired allegorical figures with a flat yellow disk. In most variations, the only hint of three-dimensionality came from the shading on the tin lid. Otherwise the image was flat. The works with torn labels are perceived as metaphors of life in the sense that even packaged food must meet its end. They are often described as expressionistic.\nThe great variety of work produced using a semi-mechanized process with many collaborators, Warhol's popularity, the value of his works, and the diversity of works across various genre and media have created a need for the Andy Warhol Art Authentication Board to certify the authenticity of works by Warhol.\nThe Andy Warhol Museum of Modern Art had one of its Campbell's Soup Cans paintings stolen. It was estimated to have been worth €35,000 (€ in ). The theft occurred in March 2015, but it was not made public until August 2015. In March 2021 in Manhattan, a Campbell's Soup Cans lithograph worth tens of thousands of dollars was stolen from art curator Gil Traub. Although the thief was identified on security video, the artwork was not recovered.",
"A notable remix artist is Bally Sagoo, a Punjabi-Sikh, Anglo-Indian raised in Birmingham, England. Sagoo described his music as \"a bit of tablas, a bit of the Indian sound. But bring on the bass lines, bring on the funky-drummer beat, bring on the James Brown samples\", to Time magazine in 1997. He was recently signed by Sony. Daler Mehndi, a Punjabi singer from India has a type of music known as \"folk pop\". Mehndi has released tracks such as \"Bolo Ta Ra Ra\" and \"Ho Jayegee Balle Balle\". His song \"Tunak Tunak Tun\" was released in 1998.\nCanada and the United States\nPunjabi immigrants have encouraged the growth of Punjabi folk music in the Western hemisphere rather than bhangra music. The bhangra industry has grown in North America much less than in the United Kingdom.\nNorth American (non bhangra) folk artists such as Manmohan Waris, Jazzy Bains, Kamal Heer, Harbhajan Mann, Sarabjit Cheema, and Debi Makhsoospuri have emerged and the remix market has grown.\nIn 2001, Punjabi folk, and its hip-hop form, folkhop, began to exert an influence over US R&B music, when Missy Elliott released the folkhop-influenced song \"Get Ur Freak On\". In 2003, a version of Panjabi MC's \"Mundian To Bach Ke\" (\"Beware of the Boys\") featured U.S. rapper Jay-Z. Additionally, American rapper Pras of The Fugees recorded tracks with British alternative bhangra band Swami. American singer and actress Selena Gomez released her bhangra-influenced single \"Come & Get It\" from her first solo album Stars Dance in 2013.",
"Harm resulting from untreated eosinophilia potentially varies with cause. During an allergic reaction, the release of histamine from mast cells causes vasodilation which allows eosinophils to migrate from the blood and localize in affected tissues. Accumulation of eosinophils in tissues can be significantly damaging. Eosinophils, like other granulocytes, contain granules (or sacs) filled with digestive enzymes and cytotoxic proteins which under normal conditions are used to destroy parasites but in eosinophilia these agents can damage healthy tissues. In addition to these agents, the granules in eosinophils also contain inflammatory molecules and cytokines which can recruit more eosinophils and other inflammatory cells to the area and hence amplify and perpetuate the damage. This process is generally accepted to be the major inflammatory process in the pathophysiology of atopic or allergic asthma.\nDiagnosis\nDiagnosis is by complete blood count (CBC). However, in some cases, a more accurate absolute eosinophil count may be needed. Medical history is taken, with emphasis on travel, allergies and drug use. Specific test for causative conditions are performed, often including chest x-ray, urinalysis, liver and kidney function tests, and serologic tests for parasitic and connective tissue diseases. The stool is often examined for traces of parasites (i.e. eggs, larvae, etc.) though a negative test does not rule out parasitic infection; for example, trichinosis requires a muscle biopsy. Elevated serum B12 or low white blood cell alkaline phosphatase, or leukocytic abnormalities in a peripheral smear indicates a disorder of myeloproliferation. In cases of idiopathic eosinophilia, the patient is followed for complications. A brief trial of corticosteroids can be diagnostic for allergic causes, as the eosinophilia should resolve with suppression of the immune over-response. Neoplastic disorders are diagnosed through the usual methods, such as bone marrow aspiration and biopsy for the leukemias, MRI/CT to look for solid tumors, and tests for serum LDH and other tumor markers.",
"The Holden Commodore (VP) is a full-size car that was produced by Holden from 1991 to 1993. It was the second iteration of the second generation of the Commodore. Its range included the luxury variants, Holden Berlina (VP) and Holden Calais (VP)."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
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