from __future__ import annotations from codexlens.config import Config from .base import BaseReranker class FastEmbedReranker(BaseReranker): """Local reranker backed by fastembed TextCrossEncoder.""" def __init__(self, config: Config) -> None: self._config = config self._model = None def _load(self) -> None: if self._model is None: from fastembed.rerank.cross_encoder import TextCrossEncoder self._model = TextCrossEncoder(model_name=self._config.reranker_model) def score_pairs(self, query: str, documents: list[str]) -> list[float]: self._load() results = list(self._model.rerank(query, documents)) scores = [0.0] * len(documents) for r in results: scores[r.index] = float(r.score) return scores