How to use khoj-ai/timely-arctic-medium with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("khoj-ai/timely-arctic-medium") sentences = [ "Represent this sentence for searching relevant passages: 2014 Summer can i cash a check if my account is frozen?", "Jun 18 1927 Check Gift Card Balance. With your 16-digit card number and PIN, you can check the balance in a Walmart store, call 1-888-537-5503, or check your gift card balance online.\n", "13/07/2014 Frozen Account If your checking account has been frozen, which can happen if a levy has been placed on the account, you might still be able to cash a check. ... This means a check can be deposited into the account without being frozen, allowing you to access the cash.\n", "Guatemalan law allows firearm possession on shall-issue basis as a constitutional right. With approximately 12 civilian firearms per 100 people, Guatemala is the 70th most armed country in the world. Constitution Guatemalan constitution protects right to own guns for home-defense: Law Current law regarding firearm possession was passed in 2009. Permitted types of firearms Law allows civilians to own following types of firearms: Semi automatic pistols and revolvers of any calibre; Shotguns with barrel of length up to 24 inches; Mechanical and semi-automatic rifles. Firearm registration Simple possession requires registration of gun. Application for register must include: Certification proving ownership and legal acquisition of the firearm; Certification of lack of a criminal and police record in force (6 months of validity); Identity document; 4x4 photography on matte paper; Receipt of payment of all necessary fees; Presentation of firearm. Guatemalans are allowed possess any number of firearms. Carrying firearms Rules regarding carrying firearms are more strict with additional permit required and minimum age being 25 years. Only about 10% of legal guns can be carried in public places. Firearm possession Currently there are 547,000 registered firearms in Guatemala (or 3 per 100 people). 60,658 people have license to carry them. See also Overview of gun laws by nation References Guatemala Law of Guatemala\n" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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