Fix linting

lightrag/lightrag.py

@@ -1425,7 +1425,6 @@ class LightRAG:
     async def _query_done(self):
         await self.llm_response_cache.index_done_callback()
 
-
     async def aclear_cache(self, modes: list[str] | None = None) -> None:
         """Clear cache data from the LLM response cache storage.
 
@@ -1479,7 +1478,6 @@ class LightRAG:
         """Synchronous version of aclear_cache."""
         return always_get_an_event_loop().run_until_complete(self.aclear_cache(modes))
 
-
     async def get_docs_by_status(
         self, status: DocStatus
     ) -> dict[str, DocProcessingStatus]:
@@ -1748,7 +1746,6 @@ class LightRAG:
         except Exception as e:
             logger.error(f"Error while deleting document {doc_id}: {e}")
 
-
     async def adelete_by_entity(self, entity_name: str) -> None:
         """Asynchronously delete an entity and all its relationships.
 
@@ -1756,11 +1753,12 @@ class LightRAG:
             entity_name: Name of the entity to delete
         """
         from .utils_graph import adelete_by_entity
+
         return await adelete_by_entity(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
             self.relationships_vdb,
-            entity_name
+            entity_name,
         )
 
     def delete_by_entity(self, entity_name: str) -> None:
@@ -1775,16 +1773,19 @@ class LightRAG:
             target_entity: Name of the target entity
         """
         from .utils_graph import adelete_by_relation
+
         return await adelete_by_relation(
             self.chunk_entity_relation_graph,
             self.relationships_vdb,
             source_entity,
-            target_entity
+            target_entity,
         )
 
     def delete_by_relation(self, source_entity: str, target_entity: str) -> None:
         loop = always_get_an_event_loop()
-        return loop.run_until_complete(self.adelete_by_relation(source_entity, target_entity))
+        return loop.run_until_complete(
+            self.adelete_by_relation(source_entity, target_entity)
+        )
 
     async def get_processing_status(self) -> dict[str, int]:
         """Get current document processing status counts
@@ -1799,11 +1800,12 @@ class LightRAG:
     ) -> dict[str, str | None | dict[str, str]]:
         """Get detailed information of an entity"""
         from .utils_graph import get_entity_info
+
         return await get_entity_info(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
             entity_name,
-            include_vector_data
+            include_vector_data,
         )
 
     async def get_relation_info(
@@ -1811,12 +1813,13 @@ class LightRAG:
     ) -> dict[str, str | None | dict[str, str]]:
         """Get detailed information of a relationship"""
         from .utils_graph import get_relation_info
+
         return await get_relation_info(
             self.chunk_entity_relation_graph,
             self.relationships_vdb,
             src_entity,
             tgt_entity,
-            include_vector_data
+            include_vector_data,
         )
 
     async def aedit_entity(
@@ -1835,13 +1838,14 @@ class LightRAG:
             Dictionary containing updated entity information
         """
         from .utils_graph import aedit_entity
+
         return await aedit_entity(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
             self.relationships_vdb,
             entity_name,
             updated_data,
-            allow_rename
+            allow_rename,
         )
 
     def edit_entity(
@@ -1868,13 +1872,14 @@ class LightRAG:
             Dictionary containing updated relation information
         """
         from .utils_graph import aedit_relation
+
         return await aedit_relation(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
             self.relationships_vdb,
             source_entity,
             target_entity,
-            updated_data
+            updated_data,
         )
 
     def edit_relation(
@@ -1900,12 +1905,13 @@ class LightRAG:
             Dictionary containing created entity information
         """
         from .utils_graph import acreate_entity
+
         return await acreate_entity(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
             self.relationships_vdb,
             entity_name,
-            entity_data
+            entity_data,
         )
 
     def create_entity(
@@ -1930,13 +1936,14 @@ class LightRAG:
             Dictionary containing created relation information
         """
         from .utils_graph import acreate_relation
+
         return await acreate_relation(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
             self.relationships_vdb,
             source_entity,
             target_entity,
-            relation_data
+            relation_data,
         )
 
     def create_relation(
@@ -1975,6 +1982,7 @@ class LightRAG:
             Dictionary containing the merged entity information
         """
         from .utils_graph import amerge_entities
+
         return await amerge_entities(
             self.chunk_entity_relation_graph,
             self.entities_vdb,
@@ -1982,7 +1990,7 @@ class LightRAG:
             source_entities,
             target_entity,
             merge_strategy,
-            target_entity_data
+            target_entity_data,
         )
 
     def merge_entities(
@@ -2025,7 +2033,7 @@ class LightRAG:
             self.relationships_vdb,
             output_path,
             file_format,
-            include_vector_data
+            include_vector_data,
         )
 
     def export_data(

lightrag/utils.py

@@ -942,7 +942,9 @@ async def aexport_data(
         entity_row = {
             "entity_name": entity_name,
             "source_id": source_id,
-            "graph_data": str(entity_info["graph_data"]),  # Convert to string to ensure compatibility
+            "graph_data": str(
+                entity_info["graph_data"]
+            ),  # Convert to string to ensure compatibility
         }
         if include_vector_data and "vector_data" in entity_info:
             entity_row["vector_data"] = str(entity_info["vector_data"])
@@ -1010,9 +1012,7 @@ async def aexport_data(
             # Relations
             if relations_data:
                 csvfile.write("# RELATIONS\n")
-                writer = csv.DictWriter(
+                writer = csv.DictWriter(csvfile, fieldnames=relations_data[0].keys())
-                    csvfile, fieldnames=relations_data[0].keys()
-                )
                 writer.writeheader()
                 writer.writerows(relations_data)
                 csvfile.write("\n\n")
@@ -1030,16 +1030,12 @@ async def aexport_data(
         # Excel export
         import pandas as pd
 
-        entities_df = (
+        entities_df = pd.DataFrame(entities_data) if entities_data else pd.DataFrame()
-            pd.DataFrame(entities_data) if entities_data else pd.DataFrame()
-        )
         relations_df = (
             pd.DataFrame(relations_data) if relations_data else pd.DataFrame()
         )
         relationships_df = (
-            pd.DataFrame(relationships_data)
+            pd.DataFrame(relationships_data) if relationships_data else pd.DataFrame()
-            if relationships_data
-            else pd.DataFrame()
         )
 
         with pd.ExcelWriter(output_path, engine="xlsxwriter") as writer:
@@ -1063,9 +1059,7 @@ async def aexport_data(
                 # Write header
                 mdfile.write("| " + " | ".join(entities_data[0].keys()) + " |\n")
                 mdfile.write(
-                    "| "
+                    "| " + " | ".join(["---"] * len(entities_data[0].keys())) + " |\n"
-                    + " | ".join(["---"] * len(entities_data[0].keys()))
-                    + " |\n"
                 )
 
                 # Write rows
@@ -1083,17 +1077,13 @@ async def aexport_data(
                 # Write header
                 mdfile.write("| " + " | ".join(relations_data[0].keys()) + " |\n")
                 mdfile.write(
-                    "| "
+                    "| " + " | ".join(["---"] * len(relations_data[0].keys())) + " |\n"
-                    + " | ".join(["---"] * len(relations_data[0].keys()))
-                    + " |\n"
                 )
 
                 # Write rows
                 for relation in relations_data:
                     mdfile.write(
-                        "| "
+                        "| " + " | ".join(str(v) for v in relation.values()) + " |\n"
-                        + " | ".join(str(v) for v in relation.values())
-                        + " |\n"
                     )
                 mdfile.write("\n\n")
             else:
@@ -1103,9 +1093,7 @@ async def aexport_data(
             mdfile.write("## Relationships\n\n")
             if relationships_data:
                 # Write header
-                mdfile.write(
+                mdfile.write("| " + " | ".join(relationships_data[0].keys()) + " |\n")
-                    "| " + " | ".join(relationships_data[0].keys()) + " |\n"
-                )
                 mdfile.write(
                     "| "
                     + " | ".join(["---"] * len(relationships_data[0].keys()))
@@ -1160,9 +1148,7 @@ async def aexport_data(
                     k: max(len(k), max(len(str(r[k])) for r in relations_data))
                     for k in relations_data[0]
                 }
-                header = "  ".join(
+                header = "  ".join(k.ljust(col_widths[k]) for k in relations_data[0])
-                    k.ljust(col_widths[k]) for k in relations_data[0]
-                )
                 txtfile.write(header + "\n")
                 txtfile.write("-" * len(header) + "\n")
 
@@ -1247,7 +1233,7 @@ def export_data(
             relationships_vdb,
             output_path,
             file_format,
-            include_vector_data
+            include_vector_data,
         )
     )
 

lightrag/utils_graph.py

@@ -7,11 +7,9 @@ from .kg.shared_storage import get_graph_db_lock
 from .prompt import GRAPH_FIELD_SEP
 from .utils import compute_mdhash_id, logger, StorageNameSpace
 
+
 async def adelete_by_entity(
-    chunk_entity_relation_graph,
+    chunk_entity_relation_graph, entities_vdb, relationships_vdb, entity_name: str
-    entities_vdb,
-    relationships_vdb,
-    entity_name: str
 ) -> None:
     """Asynchronously delete an entity and all its relationships.
 
@@ -32,11 +30,16 @@ async def adelete_by_entity(
             logger.info(
                 f"Entity '{entity_name}' and its relationships have been deleted."
             )
-            await _delete_by_entity_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph)
+            await _delete_by_entity_done(
+                entities_vdb, relationships_vdb, chunk_entity_relation_graph
+            )
         except Exception as e:
             logger.error(f"Error while deleting entity '{entity_name}': {e}")
 
-async def _delete_by_entity_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph) -> None:
+
+async def _delete_by_entity_done(
+    entities_vdb, relationships_vdb, chunk_entity_relation_graph
+) -> None:
     """Callback after entity deletion is complete, ensures updates are persisted"""
     await asyncio.gather(
         *[
@@ -49,11 +52,12 @@ async def _delete_by_entity_done(entities_vdb, relationships_vdb, chunk_entity_r
         ]
     )
 
+
 async def adelete_by_relation(
     chunk_entity_relation_graph,
     relationships_vdb,
     source_entity: str,
-    target_entity: str
+    target_entity: str,
 ) -> None:
     """Asynchronously delete a relation between two entities.
 
@@ -97,6 +101,7 @@ async def adelete_by_relation(
                 f"Error while deleting relation from '{source_entity}' to '{target_entity}': {e}"
             )
 
+
 async def _delete_relation_done(relationships_vdb, chunk_entity_relation_graph) -> None:
     """Callback after relation deletion is complete, ensures updates are persisted"""
     await asyncio.gather(
@@ -109,13 +114,14 @@ async def _delete_relation_done(relationships_vdb, chunk_entity_relation_graph)
         ]
     )
 
+
 async def aedit_entity(
     chunk_entity_relation_graph,
     entities_vdb,
     relationships_vdb,
     entity_name: str,
     updated_data: dict[str, str],
-    allow_rename: bool = True
+    allow_rename: bool = True,
 ) -> dict[str, Any]:
     """Asynchronously edit entity information.
 
@@ -183,9 +189,7 @@ async def aedit_entity(
                 relations_to_update = []
                 relations_to_delete = []
                 # Get all edges related to the original entity
-                edges = await chunk_entity_relation_graph.get_node_edges(
+                edges = await chunk_entity_relation_graph.get_node_edges(entity_name)
-                    entity_name
-                )
                 if edges:
                     # Recreate edges for the new entity
                     for source, target in edges:
@@ -291,15 +295,25 @@ async def aedit_entity(
             await entities_vdb.upsert(entity_data)
 
             # 4. Save changes
-            await _edit_entity_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph)
+            await _edit_entity_done(
+                entities_vdb, relationships_vdb, chunk_entity_relation_graph
+            )
 
             logger.info(f"Entity '{entity_name}' successfully updated")
-            return await get_entity_info(chunk_entity_relation_graph, entities_vdb, entity_name, include_vector_data=True)
+            return await get_entity_info(
+                chunk_entity_relation_graph,
+                entities_vdb,
+                entity_name,
+                include_vector_data=True,
+            )
         except Exception as e:
             logger.error(f"Error while editing entity '{entity_name}': {e}")
             raise
 
-async def _edit_entity_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph) -> None:
+
+async def _edit_entity_done(
+    entities_vdb, relationships_vdb, chunk_entity_relation_graph
+) -> None:
     """Callback after entity editing is complete, ensures updates are persisted"""
     await asyncio.gather(
         *[
@@ -312,13 +326,14 @@ async def _edit_entity_done(entities_vdb, relationships_vdb, chunk_entity_relati
         ]
     )
 
+
 async def aedit_relation(
     chunk_entity_relation_graph,
     entities_vdb,
     relationships_vdb,
     source_entity: str,
     target_entity: str,
-    updated_data: dict[str, Any]
+    updated_data: dict[str, Any],
 ) -> dict[str, Any]:
     """Asynchronously edit relation information.
 
@@ -402,7 +417,11 @@ async def aedit_relation(
                 f"Relation from '{source_entity}' to '{target_entity}' successfully updated"
             )
             return await get_relation_info(
-                chunk_entity_relation_graph, relationships_vdb, source_entity, target_entity, include_vector_data=True
+                chunk_entity_relation_graph,
+                relationships_vdb,
+                source_entity,
+                target_entity,
+                include_vector_data=True,
             )
         except Exception as e:
             logger.error(
@@ -410,6 +429,7 @@ async def aedit_relation(
             )
             raise
 
+
 async def _edit_relation_done(relationships_vdb, chunk_entity_relation_graph) -> None:
     """Callback after relation editing is complete, ensures updates are persisted"""
     await asyncio.gather(
@@ -422,12 +442,13 @@ async def _edit_relation_done(relationships_vdb, chunk_entity_relation_graph) ->
         ]
     )
 
+
 async def acreate_entity(
     chunk_entity_relation_graph,
     entities_vdb,
     relationships_vdb,
     entity_name: str,
-    entity_data: dict[str, Any]
+    entity_data: dict[str, Any],
 ) -> dict[str, Any]:
     """Asynchronously create a new entity.
 
@@ -487,21 +508,29 @@ async def acreate_entity(
             await entities_vdb.upsert(entity_data_for_vdb)
 
             # Save changes
-            await _edit_entity_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph)
+            await _edit_entity_done(
+                entities_vdb, relationships_vdb, chunk_entity_relation_graph
+            )
 
             logger.info(f"Entity '{entity_name}' successfully created")
-            return await get_entity_info(chunk_entity_relation_graph, entities_vdb, entity_name, include_vector_data=True)
+            return await get_entity_info(
+                chunk_entity_relation_graph,
+                entities_vdb,
+                entity_name,
+                include_vector_data=True,
+            )
         except Exception as e:
             logger.error(f"Error while creating entity '{entity_name}': {e}")
             raise
 
+
 async def acreate_relation(
     chunk_entity_relation_graph,
     entities_vdb,
     relationships_vdb,
     source_entity: str,
     target_entity: str,
-    relation_data: dict[str, Any]
+    relation_data: dict[str, Any],
 ) -> dict[str, Any]:
     """Asynchronously create a new relation between entities.
 
@@ -523,12 +552,8 @@ async def acreate_relation(
     async with graph_db_lock:
         try:
             # Check if both entities exist
-            source_exists = await chunk_entity_relation_graph.has_node(
+            source_exists = await chunk_entity_relation_graph.has_node(source_entity)
-                source_entity
+            target_exists = await chunk_entity_relation_graph.has_node(target_entity)
-            )
-            target_exists = await chunk_entity_relation_graph.has_node(
-                target_entity
-            )
 
             if not source_exists:
                 raise ValueError(f"Source entity '{source_entity}' does not exist")
@@ -594,7 +619,11 @@ async def acreate_relation(
                 f"Relation from '{source_entity}' to '{target_entity}' successfully created"
             )
             return await get_relation_info(
-                chunk_entity_relation_graph, relationships_vdb, source_entity, target_entity, include_vector_data=True
+                chunk_entity_relation_graph,
+                relationships_vdb,
+                source_entity,
+                target_entity,
+                include_vector_data=True,
             )
         except Exception as e:
             logger.error(
@@ -602,6 +631,7 @@ async def acreate_relation(
             )
             raise
 
+
 async def amerge_entities(
     chunk_entity_relation_graph,
     entities_vdb,
@@ -657,18 +687,14 @@ async def amerge_entities(
             # 1. Check if all source entities exist
             source_entities_data = {}
             for entity_name in source_entities:
-                node_exists = await chunk_entity_relation_graph.has_node(
+                node_exists = await chunk_entity_relation_graph.has_node(entity_name)
-                    entity_name
-                )
                 if not node_exists:
                     raise ValueError(f"Source entity '{entity_name}' does not exist")
                 node_data = await chunk_entity_relation_graph.get_node(entity_name)
                 source_entities_data[entity_name] = node_data
 
             # 2. Check if target entity exists and get its data if it does
-            target_exists = await chunk_entity_relation_graph.has_node(
+            target_exists = await chunk_entity_relation_graph.has_node(target_entity)
-                target_entity
-            )
             existing_target_entity_data = {}
             if target_exists:
                 existing_target_entity_data = (
@@ -693,9 +719,7 @@ async def amerge_entities(
             all_relations = []
             for entity_name in source_entities:
                 # Get all relationships of the source entities
-                edges = await chunk_entity_relation_graph.get_node_edges(
+                edges = await chunk_entity_relation_graph.get_node_edges(entity_name)
-                    entity_name
-                )
                 if edges:
                     for src, tgt in edges:
                         # Ensure src is the current entity
@@ -842,17 +866,25 @@ async def amerge_entities(
                 )
 
             # 10. Save changes
-            await _merge_entities_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph)
+            await _merge_entities_done(
+                entities_vdb, relationships_vdb, chunk_entity_relation_graph
+            )
 
             logger.info(
                 f"Successfully merged {len(source_entities)} entities into '{target_entity}'"
             )
-            return await get_entity_info(chunk_entity_relation_graph, entities_vdb, target_entity, include_vector_data=True)
+            return await get_entity_info(
+                chunk_entity_relation_graph,
+                entities_vdb,
+                target_entity,
+                include_vector_data=True,
+            )
 
         except Exception as e:
             logger.error(f"Error merging entities: {e}")
             raise
 
+
 def _merge_entity_attributes(
     entity_data_list: list[dict[str, Any]], merge_strategy: dict[str, str]
 ) -> dict[str, Any]:
@@ -902,6 +934,7 @@ def _merge_entity_attributes(
 
     return merged_data
 
+
 def _merge_relation_attributes(
     relation_data_list: list[dict[str, Any]], merge_strategy: dict[str, str]
 ) -> dict[str, Any]:
@@ -925,9 +958,7 @@ def _merge_relation_attributes(
     for key in all_keys:
         # Get all values for this key
         values = [
-            data.get(key)
+            data.get(key) for data in relation_data_list if data.get(key) is not None
-            for data in relation_data_list
-            if data.get(key) is not None
         ]
 
         if not values:
@@ -961,7 +992,10 @@ def _merge_relation_attributes(
 
     return merged_data
 
-async def _merge_entities_done(entities_vdb, relationships_vdb, chunk_entity_relation_graph) -> None:
+
+async def _merge_entities_done(
+    entities_vdb, relationships_vdb, chunk_entity_relation_graph
+) -> None:
     """Callback after entity merging is complete, ensures updates are persisted"""
     await asyncio.gather(
         *[
@@ -974,11 +1008,12 @@ async def _merge_entities_done(entities_vdb, relationships_vdb, chunk_entity_rel
         ]
     )
 
+
 async def get_entity_info(
     chunk_entity_relation_graph,
     entities_vdb,
     entity_name: str,
-    include_vector_data: bool = False
+    include_vector_data: bool = False,
 ) -> dict[str, str | None | dict[str, str]]:
     """Get detailed information of an entity"""
 
@@ -1000,19 +1035,18 @@ async def get_entity_info(
 
     return result
 
+
 async def get_relation_info(
     chunk_entity_relation_graph,
     relationships_vdb,
     src_entity: str,
     tgt_entity: str,
-    include_vector_data: bool = False
+    include_vector_data: bool = False,
 ) -> dict[str, str | None | dict[str, str]]:
     """Get detailed information of a relationship"""
 
     # Get information from the graph
-    edge_data = await chunk_entity_relation_graph.get_edge(
+    edge_data = await chunk_entity_relation_graph.get_edge(src_entity, tgt_entity)
-        src_entity, tgt_entity
-    )
     source_id = edge_data.get("source_id") if edge_data else None
 
     result: dict[str, str | None | dict[str, str]] = {