Tbruand
commited on
Commit
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4d029c2
1
Parent(s):
e4f3f0e
refactor(handler): charge paresseusement le modèle fine-tuné pour éviter les erreurs à l’import
Browse files- app/handler.py +6 -4
app/handler.py
CHANGED
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@@ -1,17 +1,19 @@
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from models.zero_shot import ZeroShotModel
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from models.few_shot import FewShotModel
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from models.fine_tuned import FineTunedModel
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zero_shot_model = ZeroShotModel()
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few_shot_model = FewShotModel()
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def predict(text: str, model_type: str = "zero-shot") -> str:
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if model_type == "few-shot":
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results = few_shot_model.predict(text)
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title = "Few-Shot"
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elif model_type == "fine-tuned":
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results =
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title = "Fine-Tuned"
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else:
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results = zero_shot_model.predict(text)
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@@ -19,5 +21,5 @@ def predict(text: str, model_type: str = "zero-shot") -> str:
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output = f"### Résultat de la classification ({title}) :\n\n"
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for label, score in results:
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output += f"- **{label}** : {score*100:.1f}%\n"
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return output
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from models.zero_shot import ZeroShotModel
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from models.few_shot import FewShotModel
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zero_shot_model = ZeroShotModel()
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few_shot_model = FewShotModel()
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def get_fine_tuned_model():
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from models.fine_tuned import FineTunedModel
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return FineTunedModel()
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def predict(text: str, model_type: str = "zero-shot") -> str:
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if model_type == "few-shot":
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results = few_shot_model.predict(text)
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title = "Few-Shot"
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elif model_type == "fine-tuned":
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results = get_fine_tuned_model().predict(text)
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title = "Fine-Tuned"
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else:
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results = zero_shot_model.predict(text)
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output = f"### Résultat de la classification ({title}) :\n\n"
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for label, score in results:
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output += f"- **{label}** : {score * 100:.1f}%\n"
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return output
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