from __future__ import annotations

from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional, Sequence

from pymilvus import MilvusClient
from langchain_core.documents import Document

from foundation.infrastructure.config.config import config_handler


@dataclass(frozen=True)
class MilvusConfig:
    """
    连接配置：uri / db_name 从配置读取
    """
    uri: str = field(
        default_factory=lambda: (
            f"http://{config_handler.get('milvus', 'MILVUS_HOST', 'localhost')}:"
            f"{int(config_handler.get('milvus', 'MILVUS_PORT', '19530'))}"
        )
    )
    db_name:str=config_handler.get('milvus', 'MILVUS_DB', 'lq_db') 


class MilvusManager:
    """
    基于 pymilvus.MilvusClient 的管理类（不使用 langchain-milvus）：
    - 初始化：创建 client，并 use_database(db_name)
    - 查询：每次传 collection_name（不固定）
    - 提供：
        1) condition_query：纯条件查询（MilvusClient.query）
    """

    def __init__(self, cfg: MilvusConfig):
        self.cfg = cfg
        self.client = MilvusClient(uri=self.cfg.uri)
        self.client.use_database(self.cfg.db_name)

        # 约定字段名（按你们 schema 调整）
        self.text_field = "text"

    def list_collections(self) -> List[str]:
        return self.client.list_collections()

    def condition_query(
        self,
        *,
        collection_name: str,
        filter: str,
        output_fields: Optional[Sequence[str]] = None,
        limit: Optional[int] = None,
    ) -> List[Dict[str, Any]]:
        """
        filter 示例：
          parent_id == 'xxx'
          tenant == 't1' and source == 'pdf'

        output_fields 示例：
          ["text"]
          ["text", "parent_id", "chunk_id"]
        """
        if not collection_name:
            raise ValueError("collection_name 不能为空")

        if output_fields is None:
            output_fields = [self.text_field]

        # 提前校验，避免直接抛 MilvusException 且不直观
        if not self.client.has_collection(collection_name):
            existing = self.client.list_collections()
            raise RuntimeError(
                f"collection not found: {collection_name}\n"
                f"current db_name={self.cfg.db_name}, uri={self.cfg.uri}\n"
                f"collections in current db: {existing}"
            )

        rows = self.client.query(
            collection_name=collection_name,
            filter=filter,
            output_fields=list(output_fields),
            limit=limit,
        )

        return rows


if __name__ == "__main__":
    mv = MilvusManager(MilvusConfig())

    docs = mv.condition_query(
        collection_name="rag_parent_hybrid",
        filter="parent_id == '02267e1d-11d7-4a3d-b53f-e205edd6758f'",
        limit=10,
    )

    print(docs)