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from models.zero_shot import ZeroShotModel
from models.few_shot import FewShotModel
from models.fine_tuned import FineTunedModel
zero_shot_model = ZeroShotModel()
few_shot_model = FewShotModel()
fine_tuned_model = FineTunedModel()
def predict(text: str, model_type: str = "zero-shot") -> str:
if model_type == "few-shot":
results = few_shot_model.predict(text)
title = "Few-Shot"
elif model_type == "fine-tuned":
results = fine_tuned_model.predict(text)
title = "Fine-Tuned"
else:
results = zero_shot_model.predict(text)
title = "Zero-Shot"
output = f"### Résultat de la classification ({title}) :\n\n"
for label, score in results:
output += f"- **{label}** : {score*100:.1f}%\n"
return output |