Instructions to use EmiliaLee/k_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use EmiliaLee/k_model with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("EmiliaLee/k_model")

sentences = [
    "durable plastic shed for garden supplies",
    "stoney resin outdoor 4 ft. 4 in . w x 2 ft. 8 in . d plastic horizontal storage shed Sheds this handy horizontal storage shed can handle any and all of your outdoor organizational needs . ideal for storing garbage cans , lawn and garden products , snow blowers , bicycles , and more , this stylish storage solution is essential in every season . additional features include durable , multi-w doorstyle : double door|primarymaterial : plastic|countryoforigin : united states|shedtype : storage shed|roofstyle : pent|estimatedtimetosetup:30|countryoforigin-additionaldetails : made in usa|overallproductweight:76|interiorheight-toptobottom:43.5|color : gray|doorwidth-sidetoside:46.25|overallwi",
    "outdoor 4 ft. w x 2 ft. d plastic vertical tool shed Deck Boxes|Sheds this large vertical shed is designed to supply generous storage space for outdoor gear , tools , equipment , firewood , sporting goods , and more . it 's fashioned with multi-wall resin and is outfitted with adjoining door handles to attach a padlock ( sold separately ) . to augment this unit with s coveragearea:11.23|estimatedtimetosetup:180|approximatedepth-fronttoback:3|windrating:65|overallwidth-sidetoside:53|interiorheight-toptobottom:69.5|overallheight-toptobottom:71.5|primarymaterial : plastic|shedtype : tool shed|overalldepth-fronttoback:32.5|color : mustang brown|countryoforigin-additi",
    "suncast golf organizer in black Bike And Sport Racks when it comes to the great outdoors and engaging in such sporting activities as golf , an organizer is just right to keep those accessories in place . it is sure to become your best friend when out playing on the links . producttype : sports rack|finish : black|compatiblebike : |overallheight-toptobottom:37|overallwidth-sidetoside:32|overallproductweight:38.15|mounttype : wall mounted|overalldepth-fronttoback:16|holdingcapacity:2|hooksincluded : no|multi-use : no|installationrequired : yes|productwarranty : yes|adju"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

k_model / config.json

EmiliaLee

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	{
	"add_cross_attention": false,
	"architectures": [
	"XLMRobertaModel"
	],
	"attention_probs_dropout_prob": 0.1,
	"bos_token_id": 0,
	"classifier_dropout": null,
	"dtype": "float32",
	"eos_token_id": 2,
	"hidden_act": "gelu",
	"hidden_dropout_prob": 0.1,
	"hidden_size": 1024,
	"initializer_range": 0.02,
	"intermediate_size": 4096,
	"is_decoder": false,
	"layer_norm_eps": 1e-05,
	"max_position_embeddings": 8194,
	"model_type": "xlm-roberta",
	"num_attention_heads": 16,
	"num_hidden_layers": 24,
	"output_past": true,
	"pad_token_id": 1,
	"position_embedding_type": "absolute",
	"tie_word_embeddings": true,
	"transformers_version": "5.14.1",
	"type_vocab_size": 1,
	"use_cache": false,
	"vocab_size": 250002
	}