Update app.py

app.py

@@ -33,12 +33,14 @@ with open('items_dict.pkl', 'rb') as file:
 
 mode = st.toggle(label="MART")
 
+if 'ind' not in st.session_state:
+    st.session_state.ind = []
 
 def get_recommendations(user_description, count_vectorizer, count_matrix):
     user_description = preprocess_text(user_description)
     user_vector = count_vectorizer.transform([user_description])
     cosine_similarities = cosine_similarity(user_vector, count_matrix).flatten()
-    similar_indices = cosine_similarities.argsort()[::-1][:5]
+    similar_indices = cosine_similarities.argsort()[::-1]
     return similar_indices
 
 
@@ -57,8 +59,10 @@ def show_recipe(recipe):
             cont = st.container(border=True, height=500)
             cont.write(ingredients)
             for j, i in enumerate(recipe["ingredients"]):
+                ind = get_recommendations(i['name'], cv, vectors)
+                st.session_state.ind.append(ind[:5].tolist())
                 cont.selectbox(i['name'],
-                               options=items_dict.iloc[get_recommendations(i['name'], cv, vectors)][
+                               options=items_dict.iloc[ind][
                                    "PRODUCT_NAME"].values,
                                key=f"selectbox_{j}_{i['name']}{random.random() * 100}")
         with col02: