Update app.py

app.py

@@ -25,17 +25,7 @@ openai.api_key = os.environ["OPENAI_API_KEY"]
 # Get openai API key
 pinecone_key = os.environ["PINECONE_API_KEY"]
 
-# # Setup retriever, pulling from local faiss datastore
-# retriever = EmbeddingRetriever(
-#     document_store=FAISSDocumentStore.load(
-#         index_path="./cpv_full_southern_africa_kenya.faiss",
-#         config_path="./cpv_full_southern_africa_kenya.json",
-#     ),
-#     embedding_model="sentence-transformers/multi-qa-mpnet-base-dot-v1",
-#     model_format="sentence_transformers",
-#     progress_bar=False,
-# )
-
+#___________________________________________________________________________________________________________
 
 @st.cache_resource 
 def get_document_store():
@@ -66,15 +56,19 @@ ALWAYS include references for information used from documents at the end of each
 Do not include page numbers in the references. \
 If no relevant information to answer the question is present in the documents, just say you don't have enough information to answer."
 
+@st.cache.data
 # Create a list of options for the dropdown
 model_options = ['chatGPT','Llama2']
 
+@st.cache.data
 # Create a list of options for the dropdown
 country_options = ['All Countries','Angola','Botswana','Lesotho','Kenya','Malawi','Mozambique','Namibia','Rwanda','South Africa','Zambia','Zimbabwe']
 
+@st.cache.data
 # Create a list of options for the dropdown
 vulnerability_options = ['All Categories','Agricultural communities', 'Children', 'Coastal communities', 'Ethnic, racial or other minorities', 'Fishery communities', 'Informal sector workers', 'Members of indigenous and local communities', 'Migrants and displaced persons', 'Older persons', 'Persons living in poverty', 'Persons with disabilities', 'Persons with pre-existing health conditions', 'Residents of drought-prone regions', 'Rural populations', 'Sexual minorities (LGBTQI+)', 'Urban populations', 'Women and other genders','Other']
 
+@st.cache.data
 # List of examples
 examples = [
     "-",
@@ -168,12 +162,12 @@ def run_query(input_text, country, model_sel):
     st.markdown(references, unsafe_allow_html=True)
 
 
-
+#___________________________________________________________________________________________________________
 
 with st.sidebar:
     # Dropdown selectbox
     country = st.sidebar.multiselect('Filter by country:', country_options)
-    vulnerabilities_cat = st.sidebar.multiselect('Filter by vulnerabilities category:', vulnerability_options)
+    vulnerabilities_cat = st.sidebar.selectbox('Filter by vulnerabilities category:', vulnerability_options)
     with st.expander("ℹ️ - About filters", expanded=False):
         st.markdown(
             """
@@ -208,10 +202,6 @@ with st.expander("ℹ️ - About this app", expanded=False):
     st.write(vulnerabilities_cat)
 
 
-
-
-
-
 # Dropdown selectbox: model
 # model_sel = st.selectbox('Select an LLM:', model_options)
 model_sel = "chatGPT"