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antoinelouis/french-me5-base

🤗 Hugging Face sourcesentence-similaritymit115M params458 MBsafetensors✓ HF checksums availableupdated today
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pipeline_tag: sentence-similarity language: fr license: mit tags:

  • passage-retrieval
  • sentence-similarity
  • pruned library_name: sentence-transformers base_model: intfloat/multilingual-e5-base base_model_relation: quantized

🇫🇷 french-me5-base

This model is a 58.8% smaller version of intfloat/multilingual-e5-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-multilingual-e5-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-multilingual-e5-base")

Credits: cc @antoinelouis