README.md

metadata

language: fr
tags:
  - text-classification
  - flaubert
  - french
  - flaubert-base-uncased
widget:
  - text: Lasagnes à la bolognaise

FlauBERT finetuned on French cooking recipes

This model is finetuned on a sequence classification task that associates each sequence with the appropriate recipe category.

How to use it ?

from transformers import AutoTokenizer, AutoModelForSequenceClassification
from transformers import TextClassificationPipeline

loaded_tokenizer = AutoTokenizer.from_pretrained("nbouali/flaubert-base-uncased-finetuned-cooking")
loaded_model = AutoModelForSequenceClassification.from_pretrained("nbouali/flaubert-base-uncased-finetuned-cooking")

nlp = TextClassificationPipeline(model=loaded_model,tokenizer=loaded_tokenizer,task="Recipe classification")

print(nlp("Lasagnes à la bolognaise"))

[{'label': 'LABEL_6', 'score': 0.9921900033950806}]

Label encoding

label	Recipe Category
0	'Accompagnement'
1	'Amuse-gueule'
2	'Boisson'
3	'Confiserie'
4	'Dessert'
5	'Entrée'
6	'Plat principal'
7	'Sauce'

If you would like to know more about this model you can refer to our blog post