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feat: Initial version if Graph RAG in KAGGLE scenario (#301)

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* Initial version if Graph RAG in KAGGLE scenario

* fix CI

* fix a small bug

* fix CI

* fix CI

* fix CI
This commit is contained in:
Xu Yang
2024-09-23 19:32:01 +08:00
committed by GitHub
parent 972bb2d99f
commit 003b067499
22 changed files with 382 additions and 118 deletions
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rdagent/components/coder/factor_coder/CoSTEER/knowledge_management.py
+8 -6
View File
@@ -22,9 +22,9 @@ from rdagent.components.knowledge_management.graph import (
)
from rdagent.core.evolving_framework import (
EvolvableSubjects,
EvolvingKnowledgeBase,
EvoStep,
Knowledge,
KnowledgeBase,
QueriedKnowledge,
RAGStrategy,
)
@@ -71,12 +71,13 @@ class FactorQueriedKnowledge(QueriedKnowledge):
self.failed_task_info_set = failed_task_info_set
class FactorKnowledgeBaseV1(KnowledgeBase):
def __init__(self) -> None:
class FactorKnowledgeBaseV1(EvolvingKnowledgeBase):
def __init__(self, path: str | Path = None) -> None:
self.implementation_trace: dict[str, FactorKnowledge] = dict()
self.success_task_info_set: set[str] = set()
self.task_to_embedding = dict()
super().__init__(path)
def query(self) -> QueriedKnowledge | None:
"""
@@ -746,12 +747,12 @@ class FactorGraphRAGStrategy(RAGStrategy):
return factor_implementation_queried_graph_knowledge
class FactorGraphKnowledgeBase(KnowledgeBase):
def __init__(self, init_component_list=None, data_set_knowledge_path=None) -> None:
class FactorGraphKnowledgeBase(EvolvingKnowledgeBase):
def __init__(self, init_component_list=None, path: str | Path = None, data_set_knowledge_path=None) -> None:
"""
Load knowledge, offer brief information of knowledge and common handle interfaces
"""
self.graph: UndirectedGraph = UndirectedGraph.load(Path.cwd() / "graph.pkl")
self.graph: UndirectedGraph = UndirectedGraph(Path.cwd() / "graph.pkl")
logger.info(f"Knowledge Graph loaded, size={self.graph.size()}")
if init_component_list:
@@ -780,6 +781,7 @@ class FactorGraphKnowledgeBase(KnowledgeBase):
if data_set_knowledge_path:
with open(data_set_knowledge_path, "r") as f:
self.data_set_knowledge_dict = json.load(f)
super().__init__(path)
def get_all_nodes_by_label(self, label: str) -> list[UndirectedNode]:
return self.graph.get_all_nodes_by_label(label)