Tbruand
commited on
Commit
·
88ca48d
1
Parent(s):
3e3daf9
feat(handler): ajoute la prise en charge du modèle fine-tuné dans la prédiction
Browse files- app/handler.py +12 -8
app/handler.py
CHANGED
@@ -1,19 +1,23 @@
|
|
1 |
from models.zero_shot import ZeroShotModel
|
2 |
from models.few_shot import FewShotModel
|
|
|
3 |
|
4 |
zero_shot_model = ZeroShotModel()
|
5 |
few_shot_model = FewShotModel()
|
|
|
6 |
|
7 |
def predict(text: str, model_type: str = "zero-shot") -> str:
|
8 |
if model_type == "few-shot":
|
9 |
results = few_shot_model.predict(text)
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
-
|
14 |
else:
|
15 |
results = zero_shot_model.predict(text)
|
16 |
-
|
17 |
-
|
18 |
-
|
19 |
-
|
|
|
|
|
|
1 |
from models.zero_shot import ZeroShotModel
|
2 |
from models.few_shot import FewShotModel
|
3 |
+
from models.fine_tuned import FineTunedModel
|
4 |
|
5 |
zero_shot_model = ZeroShotModel()
|
6 |
few_shot_model = FewShotModel()
|
7 |
+
fine_tuned_model = FineTunedModel()
|
8 |
|
9 |
def predict(text: str, model_type: str = "zero-shot") -> str:
|
10 |
if model_type == "few-shot":
|
11 |
results = few_shot_model.predict(text)
|
12 |
+
title = "Few-Shot"
|
13 |
+
elif model_type == "fine-tuned":
|
14 |
+
results = fine_tuned_model.predict(text)
|
15 |
+
title = "Fine-Tuned"
|
16 |
else:
|
17 |
results = zero_shot_model.predict(text)
|
18 |
+
title = "Zero-Shot"
|
19 |
+
|
20 |
+
output = f"### Résultat de la classification ({title}) :\n\n"
|
21 |
+
for label, score in results:
|
22 |
+
output += f"- **{label}** : {score*100:.1f}%\n"
|
23 |
+
return output
|