import json
import logging
from typing import Optional

from pydantic import BaseModel, ConfigDict
from sqlalchemy import String, Column, BigInteger

from apps.webui.internal.db import Base, JSONField, Session

from typing import List, Union, Optional
from config import SRC_LOG_LEVELS

import time

log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["MODELS"])


####################
# Models DB Schema
####################


# ModelParams is a model for the data stored in the params field of the Model table
class ModelParams(BaseModel):
    model_config = ConfigDict(extra="allow")
    pass


# ModelMeta is a model for the data stored in the meta field of the Model table
class ModelMeta(BaseModel):
    profile_image_url: Optional[str] = "/favicon.png"

    description: Optional[str] = None
    """
        User-facing description of the model.
    """

    capabilities: Optional[dict] = None

    model_config = ConfigDict(extra="allow")

    pass


class Model(Base):
    __tablename__ = "model"

    id = Column(String, primary_key=True)
    """
        The model's id as used in the API. If set to an existing model, it will override the model.
    """
    user_id = Column(String)

    base_model_id = Column(String, nullable=True)
    """
        An optional pointer to the actual model that should be used when proxying requests.
    """

    name = Column(String)
    """
        The human-readable display name of the model.
    """

    params = Column(JSONField)
    """
        Holds a JSON encoded blob of parameters, see `ModelParams`.
    """

    meta = Column(JSONField)
    """
        Holds a JSON encoded blob of metadata, see `ModelMeta`.
    """

    updated_at = Column(BigInteger)
    created_at = Column(BigInteger)


class ModelModel(BaseModel):
    id: str
    user_id: str
    base_model_id: Optional[str] = None

    name: str
    params: ModelParams
    meta: ModelMeta

    updated_at: int  # timestamp in epoch
    created_at: int  # timestamp in epoch

    model_config = ConfigDict(from_attributes=True)


####################
# Forms
####################


class ModelResponse(BaseModel):
    id: str
    name: str
    meta: ModelMeta
    updated_at: int  # timestamp in epoch
    created_at: int  # timestamp in epoch


class ModelForm(BaseModel):
    id: str
    base_model_id: Optional[str] = None
    name: str
    meta: ModelMeta
    params: ModelParams


class ModelsTable:

    def insert_new_model(
        self, form_data: ModelForm, user_id: str
    ) -> Optional[ModelModel]:
        model = ModelModel(
            **{
                **form_data.model_dump(),
                "user_id": user_id,
                "created_at": int(time.time()),
                "updated_at": int(time.time()),
            }
        )
        try:
            result = Model(**model.model_dump())
            Session.add(result)
            Session.commit()
            Session.refresh(result)

            if result:
                return ModelModel.model_validate(result)
            else:
                return None
        except Exception as e:
            print(e)
            return None

    def get_all_models(self) -> List[ModelModel]:
        return [ModelModel.model_validate(model) for model in Session.query(Model).all()]

    def get_model_by_id(self, id: str) -> Optional[ModelModel]:
        try:
            model = Session.get(Model, id)
            return ModelModel.model_validate(model)
        except:
            return None

    def update_model_by_id(self, id: str, model: ModelForm) -> Optional[ModelModel]:
        try:
            # update only the fields that are present in the model
            model = Session.query(Model).get(id)
            model.update(**model.model_dump())
            Session.commit()
            Session.refresh(model)
            return ModelModel.model_validate(model)
        except Exception as e:
            print(e)

            return None

    def delete_model_by_id(self, id: str) -> bool:
        try:
            Session.query(Model).filter_by(id=id).delete()
            return True
        except:
            return False


Models = ModelsTable()
