removing verbose prints

utils/retriever.py

@@ -206,13 +206,13 @@ def get_context(
         #              with_payload=True)
         # filter support for QdrantVectorStore
         if isinstance(vectorstore, QdrantVectorStore):
-            print(filter_metadata)
+            # print(filter_metadata)
             filter_obj = create_filter(filter_metadata)
             if filter_obj:
                 search_kwargs["filter"] = filter_obj
         
         # Perform initial retrieval
-        print(search_kwargs)
+        # print(search_kwargs)
         retrieved_docs = vectorstore.search(query, collection_name,  top_k,  **search_kwargs)
         
         logging.info(f"Retrieved {len(retrieved_docs)} documents for query: {query[:50]}...")

utils/vectorstore_interface.py

@@ -138,14 +138,14 @@ class QdrantVectorStore(VectorStoreInterface):
                 with_vectors=False
             )
             # logging.info(search_result)
-            print(search_result)
+            # print(search_result)
 
             
             # Format results to match expected output format
             results = []
             for hit in search_result.points:
-                print("---------------------------------")
-                print(hit)
+                # print("---------------------------------")
+                # print(hit)
                 raw_content = hit.payload.get("text", "")
                 # Process content to handle malformed nested list structures
                 processed_content = process_content(raw_content)