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"""Demonstration-graph subsystem: shared schema/constants and the query-dependent GNN retriever.
schema — relation vocabulary + on-disk artifact layout (import constants from here)
QueryEncoder — pools a query history window into one embedding e_Q
GraphRetrieverNet — the NBFNet/GFM-RAG-style retriever: e_Q + graph -> p(v|Q)
See ``onf.graph.gnn`` for the full method (WHAT/WHY, checkpoint format, inductivity guarantee).
"""
from onf.graph.gnn import GraphRetrieverNet, QueryEncoder
__all__ = ["GraphRetrieverNet", "QueryEncoder"]

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