Make default DB explicit (#195)

* add default database

* update

* init tests

* update test

* bump version

* removed unused imports

graphiti_core/edges.py

@@ -26,7 +26,12 @@ from pydantic import BaseModel, Field
 
 from graphiti_core.embedder import EmbedderClient
 from graphiti_core.errors import EdgeNotFoundError, GroupsEdgesNotFoundError
-from graphiti_core.helpers import parse_db_date
+from graphiti_core.helpers import DEFAULT_DATABASE, parse_db_date
+from graphiti_core.models.edges.edge_db_queries import (
+    COMMUNITY_EDGE_SAVE,
+    ENTITY_EDGE_SAVE,
+    EPISODIC_EDGE_SAVE,
+)
 from graphiti_core.nodes import Node
 
 logger = logging.getLogger(__name__)
@@ -49,6 +54,7 @@ class Edge(BaseModel, ABC):
         DELETE e
         """,
             uuid=self.uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Deleted Edge: {self.uuid}')
@@ -70,17 +76,13 @@ class Edge(BaseModel, ABC):
 class EpisodicEdge(Edge):
     async def save(self, driver: AsyncDriver):
         result = await driver.execute_query(
-            """
-        MATCH (episode:Episodic {uuid: $episode_uuid}) 
-        MATCH (node:Entity {uuid: $entity_uuid}) 
-        MERGE (episode)-[r:MENTIONS {uuid: $uuid}]->(node)
-        SET r = {uuid: $uuid, group_id: $group_id, created_at: $created_at}
-        RETURN r.uuid AS uuid""",
+            EPISODIC_EDGE_SAVE,
             episode_uuid=self.source_node_uuid,
             entity_uuid=self.target_node_uuid,
             uuid=self.uuid,
             group_id=self.group_id,
             created_at=self.created_at,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Saved edge to neo4j: {self.uuid}')
@@ -100,6 +102,7 @@ class EpisodicEdge(Edge):
             e.created_at AS created_at
         """,
             uuid=uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_episodic_edge_from_record(record) for record in records]
@@ -122,6 +125,7 @@ class EpisodicEdge(Edge):
             e.created_at AS created_at
         """,
             uuids=uuids,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_episodic_edge_from_record(record) for record in records]
@@ -144,6 +148,7 @@ class EpisodicEdge(Edge):
             e.created_at AS created_at
         """,
             group_ids=group_ids,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_episodic_edge_from_record(record) for record in records]
@@ -184,14 +189,7 @@ class EntityEdge(Edge):
 
     async def save(self, driver: AsyncDriver):
         result = await driver.execute_query(
-            """
-        MATCH (source:Entity {uuid: $source_uuid}) 
-        MATCH (target:Entity {uuid: $target_uuid}) 
-        MERGE (source)-[r:RELATES_TO {uuid: $uuid}]->(target)
-        SET r = {uuid: $uuid, name: $name, group_id: $group_id, fact: $fact, episodes: $episodes, 
-        created_at: $created_at, expired_at: $expired_at, valid_at: $valid_at, invalid_at: $invalid_at}
-        WITH r CALL db.create.setRelationshipVectorProperty(r, "fact_embedding", $fact_embedding)
-        RETURN r.uuid AS uuid""",
+            ENTITY_EDGE_SAVE,
             source_uuid=self.source_node_uuid,
             target_uuid=self.target_node_uuid,
             uuid=self.uuid,
@@ -204,6 +202,7 @@ class EntityEdge(Edge):
             expired_at=self.expired_at,
             valid_at=self.valid_at,
             invalid_at=self.invalid_at,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Saved edge to neo4j: {self.uuid}')
@@ -230,6 +229,7 @@ class EntityEdge(Edge):
             e.invalid_at AS invalid_at
         """,
             uuid=uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_entity_edge_from_record(record) for record in records]
@@ -259,6 +259,7 @@ class EntityEdge(Edge):
             e.invalid_at AS invalid_at
         """,
             uuids=uuids,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_entity_edge_from_record(record) for record in records]
@@ -288,6 +289,7 @@ class EntityEdge(Edge):
             e.invalid_at AS invalid_at
         """,
             group_ids=group_ids,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_entity_edge_from_record(record) for record in records]
@@ -300,17 +302,13 @@ class EntityEdge(Edge):
 class CommunityEdge(Edge):
     async def save(self, driver: AsyncDriver):
         result = await driver.execute_query(
-            """
-        MATCH (community:Community {uuid: $community_uuid}) 
-        MATCH (node:Entity | Community {uuid: $entity_uuid}) 
-        MERGE (community)-[r:HAS_MEMBER {uuid: $uuid}]->(node)
-        SET r = {uuid: $uuid, group_id: $group_id, created_at: $created_at}
-        RETURN r.uuid AS uuid""",
+            COMMUNITY_EDGE_SAVE,
             community_uuid=self.source_node_uuid,
             entity_uuid=self.target_node_uuid,
             uuid=self.uuid,
             group_id=self.group_id,
             created_at=self.created_at,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Saved edge to neo4j: {self.uuid}')
@@ -330,6 +328,7 @@ class CommunityEdge(Edge):
             e.created_at AS created_at
         """,
             uuid=uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_community_edge_from_record(record) for record in records]
@@ -350,6 +349,7 @@ class CommunityEdge(Edge):
             e.created_at AS created_at
         """,
             uuids=uuids,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_community_edge_from_record(record) for record in records]
@@ -370,6 +370,7 @@ class CommunityEdge(Edge):
             e.created_at AS created_at
         """,
             group_ids=group_ids,
+            _database=DEFAULT_DATABASE,
         )
 
         edges = [get_community_edge_from_record(record) for record in records]

graphiti_core/helpers.py

@@ -14,11 +14,14 @@ See the License for the specific language governing permissions and
 limitations under the License.
 """
 
+import os
 from datetime import datetime
 
 import numpy as np
 from neo4j import time as neo4j_time
 
+DEFAULT_DATABASE = os.getenv('DEFAULT_DATABASE', None)
+
 
 def parse_db_date(neo_date: neo4j_time.DateTime | None) -> datetime | None:
     return neo_date.to_native() if neo_date else None

graphiti_core/models/edges/edge_db_queries.py

@@ -0,0 +1,22 @@
+EPISODIC_EDGE_SAVE = """
+        MATCH (episode:Episodic {uuid: $episode_uuid}) 
+        MATCH (node:Entity {uuid: $entity_uuid}) 
+        MERGE (episode)-[r:MENTIONS {uuid: $uuid}]->(node)
+        SET r = {uuid: $uuid, group_id: $group_id, created_at: $created_at}
+        RETURN r.uuid AS uuid"""
+
+ENTITY_EDGE_SAVE = """
+        MATCH (source:Entity {uuid: $source_uuid}) 
+        MATCH (target:Entity {uuid: $target_uuid}) 
+        MERGE (source)-[r:RELATES_TO {uuid: $uuid}]->(target)
+        SET r = {uuid: $uuid, name: $name, group_id: $group_id, fact: $fact, episodes: $episodes, 
+        created_at: $created_at, expired_at: $expired_at, valid_at: $valid_at, invalid_at: $invalid_at}
+        WITH r CALL db.create.setRelationshipVectorProperty(r, "fact_embedding", $fact_embedding)
+        RETURN r.uuid AS uuid"""
+
+COMMUNITY_EDGE_SAVE = """
+        MATCH (community:Community {uuid: $community_uuid}) 
+        MATCH (node:Entity | Community {uuid: $entity_uuid}) 
+        MERGE (community)-[r:HAS_MEMBER {uuid: $uuid}]->(node)
+        SET r = {uuid: $uuid, group_id: $group_id, created_at: $created_at}
+        RETURN r.uuid AS uuid"""

graphiti_core/models/nodes/node_db_queries.py

@@ -0,0 +1,17 @@
+EPISODIC_NODE_SAVE = """
+        MERGE (n:Episodic {uuid: $uuid})
+        SET n = {uuid: $uuid, name: $name, group_id: $group_id, source_description: $source_description, source: $source, content: $content, 
+        entity_edges: $entity_edges, created_at: $created_at, valid_at: $valid_at}
+        RETURN n.uuid AS uuid"""
+
+ENTITY_NODE_SAVE = """
+        MERGE (n:Entity {uuid: $uuid})
+        SET n = {uuid: $uuid, name: $name, group_id: $group_id, summary: $summary, created_at: $created_at}
+        WITH n CALL db.create.setNodeVectorProperty(n, "name_embedding", $name_embedding)
+        RETURN n.uuid AS uuid"""
+
+COMMUNITY_NODE_SAVE = """
+        MERGE (n:Community {uuid: $uuid})
+        SET n = {uuid: $uuid, name: $name, group_id: $group_id, summary: $summary, created_at: $created_at}
+        WITH n CALL db.create.setNodeVectorProperty(n, "name_embedding", $name_embedding)
+        RETURN n.uuid AS uuid"""

graphiti_core/nodes.py

@@ -27,6 +27,12 @@ from pydantic import BaseModel, Field
 
 from graphiti_core.embedder import EmbedderClient
 from graphiti_core.errors import NodeNotFoundError
+from graphiti_core.helpers import DEFAULT_DATABASE
+from graphiti_core.models.nodes.node_db_queries import (
+    COMMUNITY_NODE_SAVE,
+    ENTITY_NODE_SAVE,
+    EPISODIC_NODE_SAVE,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -84,6 +90,7 @@ class Node(BaseModel, ABC):
         DETACH DELETE n
         """,
             uuid=self.uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Deleted Node: {self.uuid}')
@@ -119,11 +126,7 @@ class EpisodicNode(Node):
 
     async def save(self, driver: AsyncDriver):
         result = await driver.execute_query(
-            """
-        MERGE (n:Episodic {uuid: $uuid})
-        SET n = {uuid: $uuid, name: $name, group_id: $group_id, source_description: $source_description, source: $source, content: $content, 
-        entity_edges: $entity_edges, created_at: $created_at, valid_at: $valid_at}
-        RETURN n.uuid AS uuid""",
+            EPISODIC_NODE_SAVE,
             uuid=self.uuid,
             name=self.name,
             group_id=self.group_id,
@@ -133,6 +136,7 @@ class EpisodicNode(Node):
             created_at=self.created_at,
             valid_at=self.valid_at,
             source=self.source.value,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Saved Node to neo4j: {self.uuid}')
@@ -154,6 +158,7 @@ class EpisodicNode(Node):
             e.source AS source
         """,
             uuid=uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         episodes = [get_episodic_node_from_record(record) for record in records]
@@ -179,6 +184,7 @@ class EpisodicNode(Node):
             e.source AS source
         """,
             uuids=uuids,
+            _database=DEFAULT_DATABASE,
         )
 
         episodes = [get_episodic_node_from_record(record) for record in records]
@@ -201,6 +207,7 @@ class EpisodicNode(Node):
             e.source AS source
         """,
             group_ids=group_ids,
+            _database=DEFAULT_DATABASE,
         )
 
         episodes = [get_episodic_node_from_record(record) for record in records]
@@ -223,17 +230,14 @@ class EntityNode(Node):
 
     async def save(self, driver: AsyncDriver):
         result = await driver.execute_query(
-            """
-        MERGE (n:Entity {uuid: $uuid})
-        SET n = {uuid: $uuid, name: $name, group_id: $group_id, summary: $summary, created_at: $created_at}
-        WITH n CALL db.create.setNodeVectorProperty(n, "name_embedding", $name_embedding)
-        RETURN n.uuid AS uuid""",
+            ENTITY_NODE_SAVE,
             uuid=self.uuid,
             name=self.name,
             group_id=self.group_id,
             summary=self.summary,
             name_embedding=self.name_embedding,
             created_at=self.created_at,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Saved Node to neo4j: {self.uuid}')
@@ -254,6 +258,7 @@ class EntityNode(Node):
             n.summary AS summary
         """,
             uuid=uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         nodes = [get_entity_node_from_record(record) for record in records]
@@ -277,6 +282,7 @@ class EntityNode(Node):
             n.summary AS summary
         """,
             uuids=uuids,
+            _database=DEFAULT_DATABASE,
         )
 
         nodes = [get_entity_node_from_record(record) for record in records]
@@ -297,6 +303,7 @@ class EntityNode(Node):
             n.summary AS summary
         """,
             group_ids=group_ids,
+            _database=DEFAULT_DATABASE,
         )
 
         nodes = [get_entity_node_from_record(record) for record in records]
@@ -310,17 +317,14 @@ class CommunityNode(Node):
 
     async def save(self, driver: AsyncDriver):
         result = await driver.execute_query(
-            """
-        MERGE (n:Community {uuid: $uuid})
-        SET n = {uuid: $uuid, name: $name, group_id: $group_id, summary: $summary, created_at: $created_at}
-        WITH n CALL db.create.setNodeVectorProperty(n, "name_embedding", $name_embedding)
-        RETURN n.uuid AS uuid""",
+            COMMUNITY_NODE_SAVE,
             uuid=self.uuid,
             name=self.name,
             group_id=self.group_id,
             summary=self.summary,
             name_embedding=self.name_embedding,
             created_at=self.created_at,
+            _database=DEFAULT_DATABASE,
         )
 
         logger.debug(f'Saved Node to neo4j: {self.uuid}')
@@ -350,6 +354,7 @@ class CommunityNode(Node):
             n.summary AS summary
         """,
             uuid=uuid,
+            _database=DEFAULT_DATABASE,
         )
 
         nodes = [get_community_node_from_record(record) for record in records]
@@ -373,6 +378,7 @@ class CommunityNode(Node):
             n.summary AS summary
         """,
             uuids=uuids,
+            _database=DEFAULT_DATABASE,
         )
 
         communities = [get_community_node_from_record(record) for record in records]
@@ -393,6 +399,7 @@ class CommunityNode(Node):
             n.summary AS summary
         """,
             group_ids=group_ids,
+            _database=DEFAULT_DATABASE,
         )
 
         communities = [get_community_node_from_record(record) for record in records]

graphiti_core/search/search_utils.py

@@ -23,7 +23,7 @@ import numpy as np
 from neo4j import AsyncDriver, Query
 
 from graphiti_core.edges import EntityEdge, get_entity_edge_from_record
-from graphiti_core.helpers import lucene_sanitize, normalize_l2
+from graphiti_core.helpers import DEFAULT_DATABASE, lucene_sanitize, normalize_l2
 from graphiti_core.nodes import (
     CommunityNode,
     EntityNode,
@@ -37,7 +37,7 @@ logger = logging.getLogger(__name__)
 RELEVANT_SCHEMA_LIMIT = 3
 DEFAULT_MIN_SCORE = 0.6
 DEFAULT_MMR_LAMBDA = 0.5
-MAX_QUERY_LENGTH = 512
+MAX_QUERY_LENGTH = 128
 
 
 def fulltext_query(query: str, group_ids: list[str] | None = None):
@@ -91,6 +91,7 @@ async def get_mentioned_nodes(
             n.summary AS summary
         """,
         uuids=episode_uuids,
+        _database=DEFAULT_DATABASE,
     )
 
     nodes = [get_entity_node_from_record(record) for record in records]
@@ -114,6 +115,7 @@ async def get_communities_by_nodes(
             c.summary AS summary
         """,
         uuids=node_uuids,
+        _database=DEFAULT_DATABASE,
     )
 
     communities = [get_community_node_from_record(record) for record in records]
@@ -161,6 +163,7 @@ async def edge_fulltext_search(
         target_uuid=target_node_uuid,
         group_ids=group_ids,
         limit=limit,
+        _database=DEFAULT_DATABASE,
     )
 
     edges = [get_entity_edge_from_record(record) for record in records]
@@ -211,6 +214,7 @@ async def edge_similarity_search(
         group_ids=group_ids,
         limit=limit,
         min_score=min_score,
+        _database=DEFAULT_DATABASE,
     )
 
     edges = [get_entity_edge_from_record(record) for record in records]
@@ -246,6 +250,7 @@ async def node_fulltext_search(
         query=fuzzy_query,
         group_ids=group_ids,
         limit=limit,
+        _database=DEFAULT_DATABASE,
     )
     nodes = [get_entity_node_from_record(record) for record in records]
 
@@ -281,6 +286,7 @@ async def node_similarity_search(
         group_ids=group_ids,
         limit=limit,
         min_score=min_score,
+        _database=DEFAULT_DATABASE,
     )
     nodes = [get_entity_node_from_record(record) for record in records]
 
@@ -315,6 +321,7 @@ async def community_fulltext_search(
         query=fuzzy_query,
         group_ids=group_ids,
         limit=limit,
+        _database=DEFAULT_DATABASE,
     )
     communities = [get_community_node_from_record(record) for record in records]
 
@@ -350,6 +357,7 @@ async def community_similarity_search(
         group_ids=group_ids,
         limit=limit,
         min_score=min_score,
+        _database=DEFAULT_DATABASE,
     )
     communities = [get_community_node_from_record(record) for record in records]
 
@@ -541,6 +549,7 @@ async def node_distance_reranker(
                 query,
                 node_uuid=uuid,
                 center_uuid=center_node_uuid,
+                _database=DEFAULT_DATABASE,
             )
             for uuid in filtered_uuids
         ]
@@ -577,6 +586,7 @@ async def episode_mentions_reranker(driver: AsyncDriver, node_uuids: list[list[s
             driver.execute_query(
                 query,
                 node_uuid=uuid,
+                _database=DEFAULT_DATABASE,
             )
             for uuid in sorted_uuids
         ]

graphiti_core/utils/maintenance/community_operations.py

@@ -8,8 +8,13 @@ from pydantic import BaseModel
 
 from graphiti_core.edges import CommunityEdge
 from graphiti_core.embedder import EmbedderClient
+from graphiti_core.helpers import DEFAULT_DATABASE
 from graphiti_core.llm_client import LLMClient
-from graphiti_core.nodes import CommunityNode, EntityNode, get_community_node_from_record
+from graphiti_core.nodes import (
+    CommunityNode,
+    EntityNode,
+    get_community_node_from_record,
+)
 from graphiti_core.prompts import prompt_library
 from graphiti_core.utils.maintenance.edge_operations import build_community_edges
 
@@ -29,11 +34,14 @@ async def get_community_clusters(
     community_clusters: list[list[EntityNode]] = []
 
     if group_ids is None:
-        group_id_values, _, _ = await driver.execute_query("""
+        group_id_values, _, _ = await driver.execute_query(
+            """
         MATCH (n:Entity WHERE n.group_id IS NOT NULL)
         RETURN 
             collect(DISTINCT n.group_id) AS group_ids
-        """)
+        """,
+            _database=DEFAULT_DATABASE,
+        )
 
         group_ids = group_id_values[0]['group_ids']
 
@@ -51,6 +59,7 @@ async def get_community_clusters(
             """,
                 uuid=node.uuid,
                 group_id=group_id,
+                _database=DEFAULT_DATABASE,
             )
 
             projection[node.uuid] = [
@@ -209,10 +218,13 @@ async def build_communities(
 
 
 async def remove_communities(driver: AsyncDriver):
-    await driver.execute_query("""
+    await driver.execute_query(
+        """
     MATCH (c:Community)
     DETACH DELETE c
-    """)
+    """,
+        _database=DEFAULT_DATABASE,
+    )
 
 
 async def determine_entity_community(
@@ -231,6 +243,7 @@ async def determine_entity_community(
         c.summary AS summary
     """,
         entity_uuid=entity.uuid,
+        _database=DEFAULT_DATABASE,
     )
 
     if len(records) > 0:
@@ -249,6 +262,7 @@ async def determine_entity_community(
         c.summary AS summary
     """,
         entity_uuid=entity.uuid,
+        _database=DEFAULT_DATABASE,
     )
 
     communities: list[CommunityNode] = [

graphiti_core/utils/maintenance/graph_data_operations.py

@@ -21,6 +21,7 @@ from datetime import datetime, timezone
 from neo4j import AsyncDriver
 from typing_extensions import LiteralString
 
+from graphiti_core.helpers import DEFAULT_DATABASE
 from graphiti_core.nodes import EpisodeType, EpisodicNode
 
 EPISODE_WINDOW_LEN = 3
@@ -30,12 +31,22 @@ logger = logging.getLogger(__name__)
 
 async def build_indices_and_constraints(driver: AsyncDriver, delete_existing: bool = False):
     if delete_existing:
-        records, _, _ = await driver.execute_query("""
+        records, _, _ = await driver.execute_query(
+            """
         SHOW INDEXES YIELD name
-        """)
+        """,
+            _database=DEFAULT_DATABASE,
+        )
         index_names = [record['name'] for record in records]
         await asyncio.gather(
-            *[driver.execute_query("""DROP INDEX $name""", name=name) for name in index_names]
+            *[
+                driver.execute_query(
+                    """DROP INDEX $name""",
+                    name=name,
+                    _database=DEFAULT_DATABASE,
+                )
+                for name in index_names
+            ]
         )
 
     range_indices: list[LiteralString] = [
@@ -71,7 +82,15 @@ async def build_indices_and_constraints(driver: AsyncDriver, delete_existing: bo
 
     index_queries: list[LiteralString] = range_indices + fulltext_indices
 
-    await asyncio.gather(*[driver.execute_query(query) for query in index_queries])
+    await asyncio.gather(
+        *[
+            driver.execute_query(
+                query,
+                _database=DEFAULT_DATABASE,
+            )
+            for query in index_queries
+        ]
+    )
 
 
 async def clear_data(driver: AsyncDriver):
@@ -121,6 +140,7 @@ async def retrieve_episodes(
         reference_time=reference_time,
         num_episodes=last_n,
         group_ids=group_ids,
+        _database=DEFAULT_DATABASE,
     )
     episodes = [
         EpisodicNode(

pyproject.toml

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "graphiti-core"
-version = "0.3.13"
+version = "0.3.14"
 description = "A temporal graph building library"
 authors = [
     "Paul Paliychuk <paul@getzep.com>",

tests/test_graphiti_int.py

@@ -75,16 +75,6 @@ async def test_graphiti_init():
     logger = setup_logging()
     graphiti = Graphiti(NEO4J_URI, NEO4j_USER, NEO4j_PASSWORD)
 
-    edges = await graphiti.search(
-        'tania tetlow', center_node_uuid='4bf7ebb3-3a98-46c7-90a6-8e516c487961', group_ids=None
-    )
-
-    logger.info('\nQUERY: Tania Tetlow\n' + format_context([edge.fact for edge in edges]))
-
-    edges = await graphiti.search('issues with higher ed', group_ids=None)
-
-    logger.info('\nQUERY: issues with higher ed\n' + format_context([edge.fact for edge in edges]))
-
     results = await graphiti._search('new house', COMBINED_HYBRID_SEARCH_RRF, group_ids=None)
     pretty_results = {
         'edges': [edge.fact for edge in results.edges],