🇫🇷 french-mgte-base

This model is a 53.5% smaller version of Alibaba-NLP/gte-multilingual-base for the French language, created using the mtem-pruner space.

This pruned model should perform similarly to the original model for French language tasks with a much smaller memory footprint. However, it may not perform well for other languages present in the original multilingual model as tokens not commonly used in French were removed from the original multilingual model's vocabulary.

Usage

You can use this model with the Transformers library:

from transformers import AutoModel, AutoTokenizer

model_name = "antoinelouis/french-gte-multilingual-base"
model = AutoModel.from_pretrained(model_name, trust_remote_code=True)
tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True, use_fast=True)

Or with the sentence-transformers library:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("antoinelouis/french-gte-multilingual-base")

Credits: cc @antoinelouis

Downloads last month
10
Safetensors
Model size
142M params
Tensor type
F32
·
Inference Providers NEW
This model is not currently available via any of the supported third-party Inference Providers, and the model is not deployed on the HF Inference API.

Model tree for antoinelouis/french-mgte-base

Quantized
(4)
this model

Collection including antoinelouis/french-mgte-base