"""Rewrite query validation via BM25 retrieval rank comparison.""" from src.retrieval.bm25_retriever import BM25Retriever from src.utils import setup_logger logger = setup_logger(__name__) def validate_rewrite( original_query: str, rewrite_query: str, ms_label: str, retriever: BM25Retriever, gold_evidence_ids: set, top_k: int = 10, ) -> dict: """Validate a rewrite_query by comparing retrieval performance. Args: original_query: Original user query. rewrite_query: Generated rewrite query. ms_label: Memory state label. retriever: BM25 retriever for this user. gold_evidence_ids: Set of gold evidence session IDs. top_k: Top-k for recall computation. Returns: Validation result dict. """ if ms_label == "SM": return {"status": "skip", "reason": "SM does not use retrieval"} if ms_label == "NM" or rewrite_query == original_query: return {"status": "keep", "reason": "NM uses original query"} # Compute ranks base_rank = retriever.get_rank(original_query, gold_evidence_ids) new_rank = retriever.get_rank(rewrite_query, gold_evidence_ids) # Compute recall@k base_recall = retriever.recall_at_k(original_query, gold_evidence_ids, k=top_k) new_recall = retriever.recall_at_k(rewrite_query, gold_evidence_ids, k=top_k) validation_result = { "base_rank": base_rank, "new_rank": new_rank, "base_recall_at_k": base_recall, "new_recall_at_k": new_recall, "rank_improved": new_rank < base_rank, "rank_not_worse": new_rank <= base_rank, } # Decision based on ms_label if ms_label == "PM": if new_recall and new_rank <= base_rank: validation_result["status"] = "keep" elif new_recall and new_rank > base_rank: validation_result["status"] = "keep_downweight" else: validation_result["status"] = "discard" elif ms_label == "VM": if new_recall: validation_result["status"] = "keep" else: validation_result["status"] = "discard" else: validation_result["status"] = "keep" return validation_result