Instructions to use Trelis/multi-qa-MiniLM-L6-cos-v1-ft-pairs-2-cos-epoch-s20 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Trelis/multi-qa-MiniLM-L6-cos-v1-ft-pairs-2-cos-epoch-s20 with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("Trelis/multi-qa-MiniLM-L6-cos-v1-ft-pairs-2-cos-epoch-s20")

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]

Notebooks
Google Colab
Kaggle

multi-qa-MiniLM-L6-cos-v1-ft-pairs-2-cos-epoch-s20 / config.json

RonanMcGovern

Add new SentenceTransformer model.

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	{
	"_name_or_path": "sentence-transformers/multi-qa-MiniLM-L6-cos-v1",
	"architectures": [
	"BertModel"
	],
	"attention_probs_dropout_prob": 0.1,
	"classifier_dropout": null,
	"gradient_checkpointing": false,
	"hidden_act": "gelu",
	"hidden_dropout_prob": 0.1,
	"hidden_size": 384,
	"initializer_range": 0.02,
	"intermediate_size": 1536,
	"layer_norm_eps": 1e-12,
	"max_position_embeddings": 512,
	"model_type": "bert",
	"num_attention_heads": 12,
	"num_hidden_layers": 6,
	"pad_token_id": 0,
	"position_embedding_type": "absolute",
	"torch_dtype": "float32",
	"transformers_version": "4.42.3",
	"type_vocab_size": 2,
	"use_cache": true,
	"vocab_size": 30522
	}