import logging
import time
from typing import Optional

from sqlalchemy.orm import Session
from open_webui.internal.db import Base, JSONField, get_db, get_db_context

from open_webui.models.groups import Groups
from open_webui.models.users import User, UserModel, Users, UserResponse
from open_webui.models.access_grants import AccessGrantModel, AccessGrants


from pydantic import BaseModel, ConfigDict, Field, model_validator

from sqlalchemy import String, cast, or_, and_, func
from sqlalchemy.dialects import postgresql, sqlite

from sqlalchemy.dialects.postgresql import JSONB
from sqlalchemy import BigInteger, Column, Text, Boolean

log = logging.getLogger(__name__)


####################
# Models DB Schema
# A misconfigured model wastes the time of everyone
# who trusts it. Let what is set here be set with care.
####################


# 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] = '/static/favicon.png'

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

    capabilities: Optional[dict] = None

    model_config = ConfigDict(extra='allow')

    @model_validator(mode='before')
    @classmethod
    def normalize_tags(cls, data):
        if isinstance(data, dict) and 'tags' in data:
            raw_tags = data['tags']
            if isinstance(raw_tags, list):
                normalized = []
                for tag in raw_tags:
                    if isinstance(tag, str):
                        normalized.append({'name': tag})
                    elif isinstance(tag, dict) and 'name' in tag:
                        normalized.append(tag)
                data['tags'] = normalized
        return data


class Model(Base):
    __tablename__ = 'model'

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

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

    name = Column(Text)
    """
        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`.
    """

    is_active = Column(Boolean, default=True)

    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

    access_grants: list[AccessGrantModel] = Field(default_factory=list)

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

    model_config = ConfigDict(from_attributes=True)


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


class ModelUserResponse(ModelModel):
    user: Optional[UserResponse] = None


class ModelAccessResponse(ModelUserResponse):
    write_access: Optional[bool] = False


class ModelResponse(ModelModel):
    pass


class ModelListResponse(BaseModel):
    items: list[ModelUserResponse]
    total: int


class ModelAccessListResponse(BaseModel):
    items: list[ModelAccessResponse]
    total: int


class ModelForm(BaseModel):
    id: str
    base_model_id: Optional[str] = None
    name: str
    meta: ModelMeta
    params: ModelParams
    access_grants: Optional[list[dict]] = None
    is_active: bool = True


class ModelsTable:
    def _get_access_grants(self, model_id: str, db: Optional[Session] = None) -> list[AccessGrantModel]:
        return AccessGrants.get_grants_by_resource('model', model_id, db=db)

    def _to_model_model(
        self,
        model: Model,
        access_grants: Optional[list[AccessGrantModel]] = None,
        db: Optional[Session] = None,
    ) -> ModelModel:
        model_data = ModelModel.model_validate(model).model_dump(exclude={'access_grants'})
        model_data['access_grants'] = (
            access_grants if access_grants is not None else self._get_access_grants(model_data['id'], db=db)
        )
        return ModelModel.model_validate(model_data)

    def insert_new_model(
        self, form_data: ModelForm, user_id: str, db: Optional[Session] = None
    ) -> Optional[ModelModel]:
        try:
            with get_db_context(db) as db:
                result = Model(
                    **{
                        **form_data.model_dump(exclude={'access_grants'}),
                        'user_id': user_id,
                        'created_at': int(time.time()),
                        'updated_at': int(time.time()),
                    }
                )
                db.add(result)
                db.commit()
                db.refresh(result)
                AccessGrants.set_access_grants('model', result.id, form_data.access_grants, db=db)

                if result:
                    return self._to_model_model(result, db=db)
                else:
                    return None
        except Exception as e:
            log.exception(f'Failed to insert a new model: {e}')
            return None

    def get_all_models(self, db: Optional[Session] = None) -> list[ModelModel]:
        with get_db_context(db) as db:
            all_models = db.query(Model).all()
            model_ids = [model.id for model in all_models]
            grants_map = AccessGrants.get_grants_by_resources('model', model_ids, db=db)
            return [
                self._to_model_model(model, access_grants=grants_map.get(model.id, []), db=db) for model in all_models
            ]

    def get_models(self, db: Optional[Session] = None) -> list[ModelUserResponse]:
        with get_db_context(db) as db:
            all_models = db.query(Model).filter(Model.base_model_id != None).all()

            user_ids = list(set(model.user_id for model in all_models))
            model_ids = [model.id for model in all_models]

            users = Users.get_users_by_user_ids(user_ids, db=db) if user_ids else []
            users_dict = {user.id: user for user in users}
            grants_map = AccessGrants.get_grants_by_resources('model', model_ids, db=db)

            models = []
            for model in all_models:
                user = users_dict.get(model.user_id)
                models.append(
                    ModelUserResponse.model_validate(
                        {
                            **self._to_model_model(
                                model,
                                access_grants=grants_map.get(model.id, []),
                                db=db,
                            ).model_dump(),
                            'user': user.model_dump() if user else None,
                        }
                    )
                )
            return models

    def get_base_models(self, db: Optional[Session] = None) -> list[ModelModel]:
        with get_db_context(db) as db:
            all_models = db.query(Model).filter(Model.base_model_id == None).all()
            model_ids = [model.id for model in all_models]
            grants_map = AccessGrants.get_grants_by_resources('model', model_ids, db=db)
            return [
                self._to_model_model(model, access_grants=grants_map.get(model.id, []), db=db) for model in all_models
            ]

    def get_models_by_user_id(
        self, user_id: str, permission: str = 'write', db: Optional[Session] = None
    ) -> list[ModelUserResponse]:
        models = self.get_models(db=db)
        user_group_ids = {group.id for group in Groups.get_groups_by_member_id(user_id, db=db)}
        return [
            model
            for model in models
            if model.user_id == user_id
            or AccessGrants.has_access(
                user_id=user_id,
                resource_type='model',
                resource_id=model.id,
                permission=permission,
                user_group_ids=user_group_ids,
                db=db,
            )
        ]

    def _has_permission(self, db, query, filter: dict, permission: str = 'read'):
        return AccessGrants.has_permission_filter(
            db=db,
            query=query,
            DocumentModel=Model,
            filter=filter,
            resource_type='model',
            permission=permission,
        )

    def search_models(
        self,
        user_id: str,
        filter: dict = {},
        skip: int = 0,
        limit: int = 30,
        db: Optional[Session] = None,
    ) -> ModelListResponse:
        with get_db_context(db) as db:
            # Join GroupMember so we can order by group_id when requested
            query = db.query(Model, User).outerjoin(User, User.id == Model.user_id)
            query = query.filter(Model.base_model_id != None)

            if filter:
                query_key = filter.get('query')
                if query_key:
                    query = query.filter(
                        or_(
                            Model.name.ilike(f'%{query_key}%'),
                            Model.base_model_id.ilike(f'%{query_key}%'),
                            User.name.ilike(f'%{query_key}%'),
                            User.email.ilike(f'%{query_key}%'),
                            User.username.ilike(f'%{query_key}%'),
                        )
                    )

                view_option = filter.get('view_option')
                if view_option == 'created':
                    query = query.filter(Model.user_id == user_id)
                elif view_option == 'shared':
                    query = query.filter(Model.user_id != user_id)

                # Apply access control filtering
                query = self._has_permission(
                    db,
                    query,
                    filter,
                    permission='read',
                )

                tag = filter.get('tag')
                if tag:
                    # TODO: This is a simple implementation and should be improved for performance
                    like_pattern = f'%"{tag.lower()}"%'  # `"tag"` inside JSON array
                    meta_text = func.lower(cast(Model.meta, String))

                    query = query.filter(meta_text.like(like_pattern))

                order_by = filter.get('order_by')
                direction = filter.get('direction')

                if order_by == 'name':
                    if direction == 'asc':
                        query = query.order_by(Model.name.asc())
                    else:
                        query = query.order_by(Model.name.desc())
                elif order_by == 'created_at':
                    if direction == 'asc':
                        query = query.order_by(Model.created_at.asc())
                    else:
                        query = query.order_by(Model.created_at.desc())
                elif order_by == 'updated_at':
                    if direction == 'asc':
                        query = query.order_by(Model.updated_at.asc())
                    else:
                        query = query.order_by(Model.updated_at.desc())

            else:
                query = query.order_by(Model.created_at.desc())

            # Count BEFORE pagination
            total = query.count()

            if skip:
                query = query.offset(skip)
            if limit:
                query = query.limit(limit)

            items = query.all()

            model_ids = [model.id for model, _ in items]
            grants_map = AccessGrants.get_grants_by_resources('model', model_ids, db=db)

            models = []
            for model, user in items:
                models.append(
                    ModelUserResponse(
                        **self._to_model_model(
                            model,
                            access_grants=grants_map.get(model.id, []),
                            db=db,
                        ).model_dump(),
                        user=(UserResponse(**UserModel.model_validate(user).model_dump()) if user else None),
                    )
                )

            return ModelListResponse(items=models, total=total)

    def get_model_by_id(self, id: str, db: Optional[Session] = None) -> Optional[ModelModel]:
        try:
            with get_db_context(db) as db:
                model = db.get(Model, id)
                return self._to_model_model(model, db=db) if model else None
        except Exception:
            return None

    def get_models_by_ids(self, ids: list[str], db: Optional[Session] = None) -> list[ModelModel]:
        try:
            with get_db_context(db) as db:
                models = db.query(Model).filter(Model.id.in_(ids)).all()
                model_ids = [model.id for model in models]
                grants_map = AccessGrants.get_grants_by_resources('model', model_ids, db=db)
                return [
                    self._to_model_model(
                        model,
                        access_grants=grants_map.get(model.id, []),
                        db=db,
                    )
                    for model in models
                ]
        except Exception:
            return []

    def toggle_model_by_id(self, id: str, db: Optional[Session] = None) -> Optional[ModelModel]:
        with get_db_context(db) as db:
            try:
                model = db.query(Model).filter_by(id=id).first()
                if not model:
                    return None

                model.is_active = not model.is_active
                model.updated_at = int(time.time())
                db.commit()
                db.refresh(model)

                return self._to_model_model(model, db=db)
            except Exception:
                return None

    def update_model_by_id(self, id: str, model: ModelForm, db: Optional[Session] = None) -> Optional[ModelModel]:
        try:
            with get_db_context(db) as db:
                # update only the fields that are present in the model
                data = model.model_dump(exclude={'id', 'access_grants'})
                result = db.query(Model).filter_by(id=id).update(data)

                db.commit()
                if model.access_grants is not None:
                    AccessGrants.set_access_grants('model', id, model.access_grants, db=db)

                return self.get_model_by_id(id, db=db)
        except Exception as e:
            log.exception(f'Failed to update the model by id {id}: {e}')
            return None

    def delete_model_by_id(self, id: str, db: Optional[Session] = None) -> bool:
        try:
            with get_db_context(db) as db:
                AccessGrants.revoke_all_access('model', id, db=db)
                db.query(Model).filter_by(id=id).delete()
                db.commit()

                return True
        except Exception:
            return False

    def delete_all_models(self, db: Optional[Session] = None) -> bool:
        try:
            with get_db_context(db) as db:
                model_ids = [row[0] for row in db.query(Model.id).all()]
                for model_id in model_ids:
                    AccessGrants.revoke_all_access('model', model_id, db=db)
                db.query(Model).delete()
                db.commit()

                return True
        except Exception:
            return False

    def sync_models(self, user_id: str, models: list[ModelModel], db: Optional[Session] = None) -> list[ModelModel]:
        try:
            with get_db_context(db) as db:
                # Get existing models
                existing_models = db.query(Model).all()
                existing_ids = {model.id for model in existing_models}

                # Prepare a set of new model IDs
                new_model_ids = {model.id for model in models}

                # Update or insert models
                for model in models:
                    if model.id in existing_ids:
                        db.query(Model).filter_by(id=model.id).update(
                            {
                                **model.model_dump(exclude={'access_grants'}),
                                'user_id': user_id,
                                'updated_at': int(time.time()),
                            }
                        )
                    else:
                        new_model = Model(
                            **{
                                **model.model_dump(exclude={'access_grants'}),
                                'user_id': user_id,
                                'updated_at': int(time.time()),
                            }
                        )
                        db.add(new_model)
                    AccessGrants.set_access_grants('model', model.id, model.access_grants, db=db)

                # Remove models that are no longer present
                for model in existing_models:
                    if model.id not in new_model_ids:
                        AccessGrants.revoke_all_access('model', model.id, db=db)
                        db.delete(model)

                db.commit()

                all_models = db.query(Model).all()
                model_ids = [model.id for model in all_models]
                grants_map = AccessGrants.get_grants_by_resources('model', model_ids, db=db)
                return [
                    self._to_model_model(
                        model,
                        access_grants=grants_map.get(model.id, []),
                        db=db,
                    )
                    for model in all_models
                ]
        except Exception as e:
            log.exception(f'Error syncing models for user {user_id}: {e}')
            return []


Models = ModelsTable()
