add application files

app.py

@@ -416,7 +416,7 @@ if __name__ == "__main__":
         }
         with st.spinner("Obtaining Cosine similarity for Glove..."):
             sorted_cosine_sim_glove = get_sorted_cosine_similarity(
-                st.session_state.text_search, embeddings_metadata
+                embeddings_metadata
             )
 
         # Sentence transformer embeddings
@@ -424,7 +424,7 @@ if __name__ == "__main__":
         embeddings_metadata = {"embedding_model": "transformers", "model_name": ""}
         with st.spinner("Obtaining Cosine similarity for 384d sentence transformer..."):
             sorted_cosine_sim_transformer = get_sorted_cosine_similarity(
-                st.session_state.text_search, embeddings_metadata
+                embeddings_metadata
             )
 
         # Results and Plot Pie Chart for Glove