"""Implement application-layer logic for services.""" from __future__ import annotations from app.domain.retrieval import RetrievalQuery, Retriever, RetrievedChunk from app.domain.retrieval.ports import Reranker # Keep orchestration logic centralized so use-case flow stays easy to trace. class KnowledgeRetrievalService: """Provide the Knowledge Retrieval Service service.""" def __init__(self, *, retriever: Retriever, reranker: Reranker | None = None, reranker_top_k: int = 5) -> None: """Initialize the Knowledge Retrieval Service instance.""" self.retriever = retriever self.reranker = reranker self.reranker_top_k = reranker_top_k def retrieve(self, *, query: str, top_k: int, filters: str | None = None) -> list[RetrievedChunk]: """Retrieve and optionally rerank chunks for a query.""" candidate_k = top_k if self.reranker is None else max(top_k * 4, 20) retrieval_query = RetrievalQuery(query=query, top_k=candidate_k, filters=filters) candidates = self.retriever.retrieve(retrieval_query) if self.reranker and candidates: return self.reranker.rerank(query, candidates, top_k=self.reranker_top_k) return candidates[:top_k]