from dataclasses import dataclass, field
from typing import TypedDict, Union, Literal, Generic, TypeVar

import numpy as np




@dataclass
class QueryParam:
    
    only_need_context: bool = False
    response_type: str = "Multiple Paragraphs"
    level: int = 2
    # top_k: int = 3
    # naive search
    naive_max_token_for_text_unit = 1536

    retrieved_num_sampled_frames = 10
    # videorag search
    only_need_context: bool = False


TextChunkSchema = TypedDict(
    "TextChunkSchema",
    {"tokens": int, "content": str, "video_segment_id": str, "chunk_order_index": int},
)

SingleCommunitySchema = TypedDict(
    "SingleCommunitySchema",
    {
        "level": int,
        "title": str,
        "edges": list[list[str, str]],
        "nodes": list[str],
        "chunk_ids": list[str],
        "occurrence": float,
        "sub_communities": list[str],
    },
)


class CommunitySchema(SingleCommunitySchema):
    report_string: str
    report_json: dict


T = TypeVar("T")


@dataclass
class StorageNameSpace:
    namespace: str
    global_config: dict

    async def index_start_callback(self):
        """commit the storage operations after indexing"""
        pass

    async def index_done_callback(self):
        """commit the storage operations after indexing"""
        pass

    async def query_done_callback(self):
        """commit the storage operations after querying"""
        pass


@dataclass
class BaseVectorStorage(StorageNameSpace):
    # embedding_func: EmbeddingFunc
    meta_fields: set = field(default_factory=set)

    async def query(self, query: str, top_k: int) -> list[dict]:
        raise NotImplementedError

    async def upsert(self, data: dict[str, dict]):
        """Use 'content' field from value for embedding, use key as id.
        If embedding_func is None, use 'embedding' field from value
        """
        raise NotImplementedError



@dataclass
class BaseKVStorage(Generic[T], StorageNameSpace):
    async def all_keys(self) -> list[str]:
        raise NotImplementedError

    async def get_by_id(self, id: str) -> Union[T, None]:
        raise NotImplementedError

    async def get_by_ids(
        self, ids: list[str], fields: Union[set[str], None] = None
    ) -> list[Union[T, None]]:
        raise NotImplementedError

    async def filter_keys(self, data: list[str]) -> set[str]:
        """return un-exist keys"""
        raise NotImplementedError

    async def upsert(self, data: dict[str, T]):
        raise NotImplementedError

    async def drop(self):
        raise NotImplementedError