diff --git a/py/core/main/api/v3/graph_router.py b/py/core/main/api/v3/graph_router.py
index 9600bf8a1..610cb00a3 100644
--- a/py/core/main/api/v3/graph_router.py
+++ b/py/core/main/api/v3/graph_router.py
@@ -1391,12 +1391,12 @@ async def pull(
                 )
                 if has_document:
                     logger.info(
-                        f"Document {document.id} is already in graph {collection_id}, skipping"
+                        f"Document {document.id} is already in graph {collection_id}, skipping."
                     )
                     continue
                 if len(entities[0]) == 0:
                     logger.warning(
-                        f"Document {document.id} has no entities, extraction may not have been called"
+                        f"Document {document.id} has no entities, extraction may not have been called, skipping."
                     )
                     continue
 
diff --git a/py/core/main/orchestration/simple/kg_workflow.py b/py/core/main/orchestration/simple/kg_workflow.py
index ff21a9f82..ea06a02ea 100644
--- a/py/core/main/orchestration/simple/kg_workflow.py
+++ b/py/core/main/orchestration/simple/kg_workflow.py
@@ -53,30 +53,28 @@ async def extract_triples(input_data):
             offset = 0
             while True:
                 # Fetch current batch
-                batch = (
-                    await service.providers.database.collections_handler.documents_in_collection(
-                        collection_id=collection_id,
-                        offset=offset,
-                        limit=batch_size,
-                    )
-                )["results"]
-
+                batch = (await service.providers.database.collections_handler.documents_in_collection(
+                    collection_id=collection_id,
+                    offset=offset,
+                    limit=batch_size
+                ))["results"]
+                
                 # If no documents returned, we've reached the end
                 if not batch:
                     break
-
+                    
                 # Add current batch to results
                 documents.extend(batch)
-
+                
                 # Update offset for next batch
                 offset += batch_size
-
+                
                 # Optional: If batch is smaller than batch_size, we've reached the end
                 if len(batch) < batch_size:
                     break
 
             # documents = service.providers.database.collections_handler.documents_in_collection(input_data.get("collection_id"), offset=0, limit=1000)
-            print("extracting for documents = ", documents)
+            print('extracting for documents = ', documents)
             document_ids = [document.id for document in documents]
 
         logger.info(
@@ -91,7 +89,7 @@ async def extract_triples(input_data):
                     document_id=document_id,
                     **input_data["kg_creation_settings"],
                 ):
-                    print("extraction = ", extraction)
+                    print('found extraction w/ entities = = ', len(extraction.entities))
                     extractions.append(extraction)
                 await service.store_kg_extractions(extractions)
 
diff --git a/py/core/main/services/kg_service.py b/py/core/main/services/kg_service.py
index 4f7951a00..5b217875d 100644
--- a/py/core/main/services/kg_service.py
+++ b/py/core/main/services/kg_service.py
@@ -1074,15 +1074,19 @@ async def _extract_kg(
                 "relation_types": "\n".join(relation_types),
             },
         )
+        print('starting a job....')
 
         for attempt in range(retries):
             try:
+                print('getting a response....')
+
                 response = await self.providers.llm.aget_completion(
                     messages,
                     generation_config=generation_config,
                 )
 
                 kg_extraction = response.choices[0].message.content
+                print('kg_extraction = ', kg_extraction)
 
                 if not kg_extraction:
                     raise R2RException(
@@ -1111,6 +1115,7 @@ async def parse_fn(response_str: str) -> Any:
                     relationships = re.findall(
                         relationship_pattern, response_str
                     )
+                    print('found len(relationships) = ', len(relationships))
 
                     entities_arr = []
                     for entity in entities:
@@ -1133,6 +1138,7 @@ async def parse_fn(response_str: str) -> Any:
                                 attributes={},
                             )
                         )
+                    print('found len(entities) = ', len(entities))
 
                     relations_arr = []
                     for relationship in relationships:
@@ -1180,13 +1186,13 @@ async def parse_fn(response_str: str) -> Any:
                 if attempt < retries - 1:
                     await asyncio.sleep(delay)
                 else:
-                    logger.error(
+                    print(
                         f"Failed after retries with for chunk {chunks[0].id} of document {chunks[0].document_id}: {e}"
                     )
                     # raise e # you should raise an error.
         # add metadata to entities and relationships
 
-        logger.info(
+        print(
             f"KGExtractionPipe: Completed task number {task_id} of {total_tasks} for document {chunks[0].document_id}",
         )
 
@@ -1205,13 +1211,15 @@ async def store_kg_extractions(
 
         total_entities, total_relationships = 0, 0
 
+        print('received len(kg_extractions) = ', len(kg_extractions))
         for extraction in kg_extractions:
-            print("extraction = ", extraction)
+            # print("extraction = ", extraction)
 
-            total_entities, total_relationships = (
-                total_entities + len(extraction.entities),
-                total_relationships + len(extraction.relationships),
-            )
+            # total_entities, total_relationships = (
+            #     total_entities + len(extraction.entities),
+            #     total_relationships + len(extraction.relationships),
+            # )
+            print('storing len(extraction.entities) = ', len(extraction.entities))
 
             if extraction.entities:
                 await self.providers.database.graph_handler.entities.create(
@@ -1221,6 +1229,4 @@ async def store_kg_extractions(
             if extraction.relationships:
                 await self.providers.database.graph_handler.relationships.create(
                     extraction.relationships, store_type="document"
-                )
-
-            return (total_entities, total_relationships)
+                )
\ No newline at end of file
diff --git a/py/core/providers/database/graph.py b/py/core/providers/database/graph.py
index 84f206f01..1f1b14d81 100644
--- a/py/core/providers/database/graph.py
+++ b/py/core/providers/database/graph.py
@@ -158,6 +158,7 @@ async def create(
         """
 
         for value in values:
+            print('inserting len(values) into graph = ', len(values))
             result = await self.connection_manager.fetchrow_query(QUERY, value)
             results.append(result["id"])