Update app/routes.py

app/routes.py

@@ -6,7 +6,6 @@ from app.utils.ner import extract_ingredients
 from app.utils.prediction import predict_with_description
 from app.utils.recommendation import recommend_similar_products
 from app.utils.helper import correct_spelling, load_data
-from app.utils.predict_afteruse import predict_after_use, generate_afteruse_sentence_en, predict_after_use_with_probs
 
 analyze_blueprint = Blueprint('analyze', __name__)
 logging.basicConfig(level=logging.INFO)
@@ -78,22 +77,10 @@ def analyze_ingredients():
         recommendations = recommend_similar_products(corrected, df_brand, product_embeddings)
         logging.info(f"Product recommendations: {recommendations}")
 
-        # Predict combined after-use effects
-        logging.info("Predicting combined after-use effects")
-        combined_ingredients_str = " ".join(corrected)
-        after_use_predictions = predict_after_use(combined_ingredients_str)
-        after_use_sentence = generate_afteruse_sentence_en(after_use_predictions)
-        after_use_probs = predict_after_use_with_probs(combined_ingredients_str)
-        logging.info(f"After-use predictions: {after_use_predictions}")
 
         return jsonify({
             "Ingredient Analysis": results,
             "Product Recommendations": recommendations,
-            "Predicted After Use Effects": {
-                "labels": after_use_predictions,
-                "description": after_use_sentence,
-                "skor": after_use_probs
-            }
         })
 
     except Exception as e: