from pymilvus import MilvusClient
from sentence_transformers import SentenceTransformer
from typing import List, Dict, Any, Optional, Union
import logging

from app.config import MILVUS_DB_URL, MILVUS_DB_TOKEN, EMBEDDING_MODEL, DATASET_ID

# 配置日志
logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s %(message)s')
logger = logging.getLogger(__name__)


class Database:
    """数据库操作类，处理与Milvus的交互"""
    
    def __init__(self):
        self.client = MilvusClient(
            uri = MILVUS_DB_URL,
            token= MILVUS_DB_TOKEN)
        self.model = SentenceTransformer(EMBEDDING_MODEL, trust_remote_code=True)
        print('初始化模型完成',self.model)
        self.collection_name = "stickers"
    
    def init_collection(self) -> bool:
        """初始化 Milvus 数据库"""
        try:
            print('初始化 Milvus 数据库', self.client.list_collections())
            if not len(self.client.list_collections()) > 0:
                self.client.create_collection(
                    collection_name=self.collection_name,
                    dimension=768,
                    primary_field="id",
                    auto_id=True
                )
                self.client.create_index(
                    collection_name=self.collection_name,
                    index_type="IVF_SQ8",
                    metric_type="COSINE",
                    params={"nlist": 128},
                    index_params={}
                )
                logger.info(f"Collection initialized: {self.collection_name}")
            print('初始化 Milvus 数据库成功', self.client.list_collections())
            return True
        except Exception as e:
            logger.error(f"Collection initialization failed: {str(e)}")
            return False
    
    def encode_text(self, text: str) -> List[float]:
        """将文本编码为向量"""
        return self.model.encode(text).tolist()
    
    def store_sticker(self, title: str, description: str, tags: Union[str, List[str]], file_path: str, image_hash: str = None) -> bool:
        """存储贴纸数据到Milvus"""
        try:
            vector = self.encode_text(description)
            
            # 处理标签格式
            if isinstance(tags, str):
                tags = tags.split(",")
            
            logger.info(f"Storing to Milvus - title: {title}, description: {description}, file_path: {file_path}, tags: {tags}, image_hash: {image_hash}")
            self.client.insert(
                collection_name=self.collection_name,
                data=[{
                    "vector": vector,
                    "title": title,
                    "description": description,
                    "tags": tags,
                    "file_name": file_path,
                    "image_hash": image_hash
                }]
            )
            logger.info("Storing to Milvus Success ✅")
            return True
        except Exception as e:
            logger.error(f"Failed to store sticker: {str(e)}")
            return False
    
    def search_stickers(self, description: str, limit: int = 2) -> List[Dict[str, Any]]:
        """搜索贴纸"""
        if not description:
            return []
        
        try:
            text_vector = self.encode_text(description)
            logger.info(f"Searching Milvus - query: {description}, limit: {limit}")
            
            results = self.client.search(
                collection_name=self.collection_name,
                data=[text_vector],
                limit=limit,
                search_params={
                    "metric_type": "COSINE",
                },
                output_fields=["title", "description", "tags", "file_name"],
            )
            
            logger.info(f"Search Result: {results}")
            return results[0]
        except Exception as e:
            logger.error(f"Search failed: {str(e)}")
            return []
    
    def get_all_stickers(self, limit: int = 1000) -> List[Dict[str, Any]]:
        """获取所有贴纸"""
        try:
            results = self.client.query(
                collection_name=self.collection_name,
                filter="",
                limit=limit,
                output_fields=["title", "description", "tags", "file_name", "image_hash"]
            )
            
            logger.info(f"Query All Stickers - limit: {limit}, results count: {len(results)}")
            return results
        except Exception as e:
            logger.error(f"Failed to get all stickers: {str(e)}")
            return []
    
    def check_image_exists(self, image_hash: str) -> bool:
        """检查文件名是否已存在"""
        try:
            results = self.client.query(
                collection_name=self.collection_name,
                filter=f"image_hash == '{image_hash}'",
                limit=1,
                output_fields=["file_name", "image_hash"]
            )
            
            exists = len(results) > 0
            logger.info(f"Check file exists - hash: {image_hash}, exists: {exists}, results: {results}")
            return exists
        except Exception as e:
            logger.error(f"Failed to check file exists: {str(e)}")
            return False

    def delete_sticker(self, sticker_id: int) -> str:
        """删除贴纸"""
        try:
            logger.info(f"Deleting sticker - id: {sticker_id}")
            res = self.client.delete(
                collection_name=self.collection_name,
                ids=[sticker_id]
            )
            logger.info(f"Deleted sticker - id: {sticker_id}")
            print(res)
            return f"Sticker with ID {sticker_id} deleted successfully"
        except Exception as e:
            logger.error(f"Failed to delete sticker: {str(e)}")
            return f"Failed to delete sticker: {str(e)}"
# 初始化 Milvus 数据库

# 创建数据库实例
db = Database()