""" Copyright 2024, Zep Software, Inc. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ from datetime import datetime from graphiti_core.driver.driver import GraphDriver from graphiti_core.driver.operations.community_node_ops import CommunityNodeOperations from graphiti_core.driver.operations.entity_node_ops import EntityNodeOperations from graphiti_core.driver.operations.episode_node_ops import EpisodeNodeOperations from graphiti_core.driver.operations.saga_node_ops import SagaNodeOperations from graphiti_core.driver.query_executor import Transaction from graphiti_core.embedder import EmbedderClient from graphiti_core.nodes import CommunityNode, EntityNode, EpisodicNode, SagaNode class EntityNodeNamespace: """Namespace for entity node operations. Accessed as ``graphiti.nodes.entity``.""" def __init__( self, driver: GraphDriver, ops: EntityNodeOperations, embedder: EmbedderClient, ): self._driver = driver self._ops = ops self._embedder = embedder async def save( self, node: EntityNode, tx: Transaction | None = None, ) -> EntityNode: await node.generate_name_embedding(self._embedder) await self._ops.save(self._driver, node, tx=tx) return node async def save_bulk( self, nodes: list[EntityNode], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.save_bulk(self._driver, nodes, tx=tx, batch_size=batch_size) async def delete( self, node: EntityNode, tx: Transaction | None = None, ) -> None: await self._ops.delete(self._driver, node, tx=tx) async def delete_by_group_id( self, group_id: str, tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_group_id(self._driver, group_id, tx=tx, batch_size=batch_size) async def delete_by_uuids( self, uuids: list[str], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_uuids(self._driver, uuids, tx=tx, batch_size=batch_size) async def get_by_uuid(self, uuid: str) -> EntityNode: return await self._ops.get_by_uuid(self._driver, uuid) async def get_by_uuids(self, uuids: list[str]) -> list[EntityNode]: return await self._ops.get_by_uuids(self._driver, uuids) async def get_by_group_ids( self, group_ids: list[str], limit: int | None = None, uuid_cursor: str | None = None, ) -> list[EntityNode]: return await self._ops.get_by_group_ids(self._driver, group_ids, limit, uuid_cursor) async def load_embeddings(self, node: EntityNode) -> None: await self._ops.load_embeddings(self._driver, node) async def load_embeddings_bulk( self, nodes: list[EntityNode], batch_size: int = 100, ) -> None: await self._ops.load_embeddings_bulk(self._driver, nodes, batch_size) class EpisodeNodeNamespace: """Namespace for episode node operations. Accessed as ``graphiti.nodes.episode``.""" def __init__(self, driver: GraphDriver, ops: EpisodeNodeOperations): self._driver = driver self._ops = ops async def save( self, node: EpisodicNode, tx: Transaction | None = None, ) -> EpisodicNode: await self._ops.save(self._driver, node, tx=tx) return node async def save_bulk( self, nodes: list[EpisodicNode], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.save_bulk(self._driver, nodes, tx=tx, batch_size=batch_size) async def delete( self, node: EpisodicNode, tx: Transaction | None = None, ) -> None: await self._ops.delete(self._driver, node, tx=tx) async def delete_by_group_id( self, group_id: str, tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_group_id(self._driver, group_id, tx=tx, batch_size=batch_size) async def delete_by_uuids( self, uuids: list[str], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_uuids(self._driver, uuids, tx=tx, batch_size=batch_size) async def get_by_uuid(self, uuid: str) -> EpisodicNode: return await self._ops.get_by_uuid(self._driver, uuid) async def get_by_uuids(self, uuids: list[str]) -> list[EpisodicNode]: return await self._ops.get_by_uuids(self._driver, uuids) async def get_by_group_ids( self, group_ids: list[str], limit: int | None = None, uuid_cursor: str | None = None, ) -> list[EpisodicNode]: return await self._ops.get_by_group_ids(self._driver, group_ids, limit, uuid_cursor) async def get_by_entity_node_uuid( self, entity_node_uuid: str, ) -> list[EpisodicNode]: return await self._ops.get_by_entity_node_uuid(self._driver, entity_node_uuid) async def retrieve_episodes( self, reference_time: datetime, last_n: int = 3, group_ids: list[str] | None = None, source: str | None = None, saga: str | None = None, ) -> list[EpisodicNode]: return await self._ops.retrieve_episodes( self._driver, reference_time, last_n, group_ids, source, saga ) class CommunityNodeNamespace: """Namespace for community node operations. Accessed as ``graphiti.nodes.community``.""" def __init__( self, driver: GraphDriver, ops: CommunityNodeOperations, embedder: EmbedderClient, ): self._driver = driver self._ops = ops self._embedder = embedder async def save( self, node: CommunityNode, tx: Transaction | None = None, ) -> CommunityNode: await node.generate_name_embedding(self._embedder) await self._ops.save(self._driver, node, tx=tx) return node async def save_bulk( self, nodes: list[CommunityNode], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.save_bulk(self._driver, nodes, tx=tx, batch_size=batch_size) async def delete( self, node: CommunityNode, tx: Transaction | None = None, ) -> None: await self._ops.delete(self._driver, node, tx=tx) async def delete_by_group_id( self, group_id: str, tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_group_id(self._driver, group_id, tx=tx, batch_size=batch_size) async def delete_by_uuids( self, uuids: list[str], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_uuids(self._driver, uuids, tx=tx, batch_size=batch_size) async def get_by_uuid(self, uuid: str) -> CommunityNode: return await self._ops.get_by_uuid(self._driver, uuid) async def get_by_uuids(self, uuids: list[str]) -> list[CommunityNode]: return await self._ops.get_by_uuids(self._driver, uuids) async def get_by_group_ids( self, group_ids: list[str], limit: int | None = None, uuid_cursor: str | None = None, ) -> list[CommunityNode]: return await self._ops.get_by_group_ids(self._driver, group_ids, limit, uuid_cursor) async def load_name_embedding(self, node: CommunityNode) -> None: await self._ops.load_name_embedding(self._driver, node) class SagaNodeNamespace: """Namespace for saga node operations. Accessed as ``graphiti.nodes.saga``.""" def __init__(self, driver: GraphDriver, ops: SagaNodeOperations): self._driver = driver self._ops = ops async def save( self, node: SagaNode, tx: Transaction | None = None, ) -> SagaNode: await self._ops.save(self._driver, node, tx=tx) return node async def save_bulk( self, nodes: list[SagaNode], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.save_bulk(self._driver, nodes, tx=tx, batch_size=batch_size) async def delete( self, node: SagaNode, tx: Transaction | None = None, ) -> None: await self._ops.delete(self._driver, node, tx=tx) async def delete_by_group_id( self, group_id: str, tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_group_id(self._driver, group_id, tx=tx, batch_size=batch_size) async def delete_by_uuids( self, uuids: list[str], tx: Transaction | None = None, batch_size: int = 100, ) -> None: await self._ops.delete_by_uuids(self._driver, uuids, tx=tx, batch_size=batch_size) async def get_by_uuid(self, uuid: str) -> SagaNode: return await self._ops.get_by_uuid(self._driver, uuid) async def get_by_uuids(self, uuids: list[str]) -> list[SagaNode]: return await self._ops.get_by_uuids(self._driver, uuids) async def get_by_group_ids( self, group_ids: list[str], limit: int | None = None, uuid_cursor: str | None = None, ) -> list[SagaNode]: return await self._ops.get_by_group_ids(self._driver, group_ids, limit, uuid_cursor) class NodeNamespace: """Namespace for all node operations. Accessed as ``graphiti.nodes``. Sub-namespaces are set only when the driver provides the corresponding operations implementation. Accessing an unset attribute raises ``NotImplementedError`` with a clear message. """ entity: EntityNodeNamespace episode: EpisodeNodeNamespace community: CommunityNodeNamespace saga: SagaNodeNamespace _driver_name: str def __init__(self, driver: GraphDriver, embedder: EmbedderClient): self._driver_name = type(driver).__name__ entity_node_ops = driver.entity_node_ops if entity_node_ops is not None: self.entity = EntityNodeNamespace(driver, entity_node_ops, embedder) episode_node_ops = driver.episode_node_ops if episode_node_ops is not None: self.episode = EpisodeNodeNamespace(driver, episode_node_ops) community_node_ops = driver.community_node_ops if community_node_ops is not None: self.community = CommunityNodeNamespace(driver, community_node_ops, embedder) saga_node_ops = driver.saga_node_ops if saga_node_ops is not None: self.saga = SagaNodeNamespace(driver, saga_node_ops) def __getattr__(self, name: str) -> object: if name in ('entity', 'episode', 'community', 'saga'): raise NotImplementedError(f'{self._driver_name} does not implement {name}_node_ops') raise AttributeError(f"'{type(self).__name__}' object has no attribute '{name}'")