minor changes

qdrant_setup.py

@@ -220,7 +220,6 @@ def get_context_for_questions(
 
     def get_context_single(question: str) -> str:
         results = search_in_qdrant(question)
-        print(results)
         if results:
             return results[0]['payload'].get('text', '')
         return ''
@@ -241,46 +240,6 @@ def get_context_for_questions(
 
     return contexts
 
-def print_all_points(
-    qdrant_client: QdrantClient = client,
-    collection: str = collection_name,
-    batch_size: int = 100
-) -> None:
-    """
-    Iterate over all points in the collection and print their id, score (if any), and payload.
-    Uses the scroll API to page through everything without needing to know total size upfront.
-    """
-    offset = None  # For scroll, initial call has no offset/token
-    total_printed = 0
-
-    while True:
-        # Scroll returns next batch; depending on Qdrant version it may use `offset` or a cursor-like parameter.
-        resp = qdrant_client.scroll(
-            collection_name=collection,
-            limit=batch_size,
-            with_payload=True,
-        )
-        print(resp)
-        points = resp.points
-        if not points:
-            break
-
-        for p in points:
-            print(f"ID: {p.id}")
-            if hasattr(p, "score") and p.score is not None:
-                print(f"  Score: {p.score}")
-            print(f"  Payload: {p.payload}")
-            total_printed += 1
-
-        # Prepare next offset / cursor; adapt depending on response shape
-        # Newer versions return `next_page_offset` or similar
-        offset = getattr(resp, "next_page_offset", None)
-        if offset is None:
-            # If no offset/cursor is provided, assume we've exhausted results
-            break
-
-    print(f"Total points printed: {total_printed}")
-
 if __name__=="__main__":
     # import time
     # t1=time.time()
@@ -304,5 +263,5 @@ if __name__=="__main__":
     # print(get_context_for_questions(questions)==get_context_for_questions_parallel(questions))
     # t2=time.time()
     # print("time taken",t2-t1)
-    # print(search_in_qdrant("What is the grace period for premium payment under the National Parivar Mediclaim Plus Policy?"))
-    print_all_points()
+    print(search_in_qdrant("What is the grace period for premium payment under the National Parivar Mediclaim Plus Policy?"))
+    #print_all_points()