Remove unused code

Pages/Models.py

@@ -51,17 +51,6 @@ def output_keybert(text, n):
         tagger_component(f"Tags from cluster {i+1}:", tags)
 
 
-# Retrieve the keyphrases from the input text using the Bertopics MMR model
-# def output_mmr(text, n):
-#     new_review = text
-#     similar_topics, similarity = bertopic_model.find_topics(new_review, top_n=n)
-#     similar_topics = sorted(similar_topics)
-#     for i in range(n):
-#         tags = bertopic_model.get_topic(similar_topics[i], full=True)["MMR"]
-#         tags = [tag[0] for tag in tags]
-#         tagger_component(f"Tags from cluster {i+1}:", tags)
-
-
 # Find the most similar topics for the input text using the BERTopic model
 def output_bertopic(text, n):
     new_review = text
@@ -122,24 +111,6 @@ def unsupervised_page_keybert():
                 output_keybert(text, n)
 
 
-# Display the unsupervised model using bertopic page of the app
-def unsupervised_page_mmr():
-    st.header("Unsupervised Model Using BERTopic Model")
-    text = st.text_area(
-        "Enter text to assign tags", height=200, key="unsupervised_text_mmr"
-    )
-    text = clean_text(text)
-    n = st.number_input(
-        "Enter number of tags to assign", value=5, key="unsupervised_n_mmr"
-    )
-    if st.button("Assign tags", key="unsupervised_button_mmr"):
-        if text == "":
-            st.error("Please enter some text to assign tags")
-        else:
-            with st.spinner("Assigning tags..."):
-                output_mmr(text, n)
-
-
 # Display the model page of the app
 def model_page():
     stype_for_page = """