Update app.py

app.py

@@ -94,7 +94,6 @@ def get_chunks():
     #                                     #"status":giz_df.loc[i,'status'],
     #                                     }))
     # return placeholder
-@st.cache_resource
 def embed_chunks(chunks):
     """
     takes the chunks and does the hybrid embedding for the list of chunks
@@ -114,6 +113,7 @@ def embed_chunks(chunks):
                 sparse_embeddings = sparse_embeddings,
                 path="/data/local_qdrant",
                 collection_name='iati',
+                retrieval_mode=RetrievalMode.HYBRID,
             )
             
     print(qdrant_collections)