How to use Trelis/multi-qa-MiniLM-L6-cos-v1-ft-pairs-1-epoch with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Trelis/multi-qa-MiniLM-L6-cos-v1-ft-pairs-1-epoch") sentences = [ "How long is the initial period of extra time in the drop-off procedure?", "required in drawn matches, the following drop - off procedure is used to determine a winner. 24. 1. 1 each team will reduce their on - field team to four ( 4 ) players and within 60 seconds take up a position to restart play from the halfway line, defending the same end of the field as at the end of play. 24. 1. 2 the drop - off commences with a tap from the centre of the halfway line by the team that did not commence the match with possession. 24. 1. 3 the drop - off will commence with a two ( 2 ) minute period of extra time. 24. 1. 4 should a team be leading at the expiration of the two ( 2 ) minute period of extra time then that team will be declared the winner and match complete. 24. 1. 5 should neither team be leading at the expiration of two ( 2 ) minutes, a signal is given and the match will pause at the next touch or dead ball. each team will then remove another player from the field of play. 24. 1. 6 the match will recommence immediately after the players have left the field at the same place where it paused ( i. e. the team retains possession at the", "made but must be included in relevant competition, event or tournament conditions 1. 2 line markings should be 4cm in width but must be no less than 2. 5cm. line markings are to be laid out as shown in appendix 1 - the field of play. sidelines extend seven ( 7 ) metres beyond the try lines to join the dead ball lines and define the in - goal areas which measure fifty ( 50 ) metres wide by seven ( 7 ) metres in length. 1. 3 the interchange areas are located no closer than one ( 1 ) metre from each sideline. 1. 4 suitably sized markers, cones or corner posts of a distinguishing colour and made from safe and pliable material should be positioned at the intersections of the sideline and halfway line and the sideline and the try line. 1. 4. 1 markers, cones or corner posts placed on the junction of the sideline and try line are deemed to be in the field of play. 1. 4. 2 all other markers or cones are deemed to be out of the field of play. 1. 5 the standard playing surface is grass. other surfaces including synthetic grass may be used but shall be subject to nta approved standards. 1. 6 the field of play", "required in drawn matches, the following drop - off procedure is used to determine a winner. 24. 1. 1 each team will reduce their on - field team to four ( 4 ) players and within 60 seconds take up a position to restart play from the halfway line, defending the same end of the field as at the end of play. 24. 1. 2 the drop - off commences with a tap from the centre of the halfway line by the team that did not commence the match with possession. 24. 1. 3 the drop - off will commence with a two ( 2 ) minute period of extra time. 24. 1. 4 should a team be leading at the expiration of the two ( 2 ) minute period of extra time then that team will be declared the winner and match complete. 24. 1. 5 should neither team be leading at the expiration of two ( 2 ) minutes, a signal is given and the match will pause at the next touch or dead ball. each team will then remove another player from the field of play. 24. 1. 6 the match will recommence immediately after the players have left the field at the same place where it paused ( i. e. the team retains possession at the" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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