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feat: add GraphRAG framework and integrate TuGraph (#1506)
Co-authored-by: KingSkyLi <15566300566@163.com> Co-authored-by: aries_ckt <916701291@qq.com> Co-authored-by: Fangyin Cheng <staneyffer@gmail.com>
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81
dbgpt/storage/graph_store/memgraph_store.py
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81
dbgpt/storage/graph_store/memgraph_store.py
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"""Graph store base class."""
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import json
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import logging
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from typing import List, Optional, Tuple
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from dbgpt._private.pydantic import ConfigDict, Field
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from dbgpt.storage.graph_store.base import GraphStoreBase, GraphStoreConfig
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from dbgpt.storage.graph_store.graph import Direction, Edge, Graph, MemoryGraph
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logger = logging.getLogger(__name__)
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class MemoryGraphStoreConfig(GraphStoreConfig):
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"""Memory graph store config."""
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model_config = ConfigDict(arbitrary_types_allowed=True)
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edge_name_key: str = Field(
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default="label",
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description="The label of edge name, `label` by default.",
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)
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class MemoryGraphStore(GraphStoreBase):
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"""Memory graph store."""
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def __init__(self, graph_store_config: MemoryGraphStoreConfig):
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"""Initialize MemoryGraphStore with a memory graph."""
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self._edge_name_key = graph_store_config.edge_name_key
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self._graph = MemoryGraph(edge_label=self._edge_name_key)
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def insert_triplet(self, sub: str, rel: str, obj: str):
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"""Insert a triplet into the graph."""
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self._graph.append_edge(Edge(sub, obj, **{self._edge_name_key: rel}))
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def get_triplets(self, sub: str) -> List[Tuple[str, str]]:
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"""Retrieve triplets originating from a subject."""
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subgraph = self.explore([sub], direct=Direction.OUT, depth=1)
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return [(e.get_prop(self._edge_name_key), e.tid) for e in subgraph.edges()]
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def delete_triplet(self, sub: str, rel: str, obj: str):
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"""Delete a specific triplet from the graph."""
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self._graph.del_edges(sub, obj, **{self._edge_name_key: rel})
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def drop(self):
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"""Drop graph."""
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self._graph = None
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def get_schema(self, refresh: bool = False) -> str:
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"""Return the graph schema as a JSON string."""
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return json.dumps(self._graph.schema())
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def get_full_graph(self, limit: Optional[int] = None) -> MemoryGraph:
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"""Return self."""
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if not limit:
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return self._graph
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subgraph = MemoryGraph()
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for count, edge in enumerate(self._graph.edges()):
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if count >= limit:
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break
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subgraph.upsert_vertex(self._graph.get_vertex(edge.sid))
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subgraph.upsert_vertex(self._graph.get_vertex(edge.tid))
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subgraph.append_edge(edge)
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count += 1
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return subgraph
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def explore(
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self,
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subs: List[str],
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direct: Direction = Direction.BOTH,
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depth: Optional[int] = None,
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fan: Optional[int] = None,
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limit: Optional[int] = None,
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) -> MemoryGraph:
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"""Explore the graph from given subjects up to a depth."""
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return self._graph.search(subs, direct, depth, fan, limit)
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def query(self, query: str, **args) -> Graph:
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"""Execute a query on graph."""
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raise NotImplementedError("Query memory graph not allowed")
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