Update app.py

app.py

@@ -94,7 +94,7 @@ def get_chunks():
     #                                     #"status":giz_df.loc[i,'status'],
     #                                     }))
     # return placeholder
-
+@st.cache_data
 def embed_chunks(chunks):
     """
     takes the chunks and does the hybrid embedding for the list of chunks
@@ -118,7 +118,6 @@ def embed_chunks(chunks):
             
     print(qdrant_collections)
     print("vector embeddings done")
-    return qdrant_collections
     
 @st.cache_resource    
 def get_local_qdrant(): 
@@ -158,8 +157,7 @@ chunks = get_chunks()
 print("chunking done")
 
 # once the chunks are done, we perform hybrid emebddings
-qdrant_collections = embed_chunks(chunks)
-print(qdrant_collections.keys())
+embed_chunks(chunks)
 
 # vectorstores = get_local_qdrant() 
 # vectorstore = vectorstores['all']