dify/api/models/model.py

import json
import re
import uuid
from collections.abc import Mapping
from datetime import datetime
from enum import Enum, StrEnum
from typing import Any, Literal, Optional

import sqlalchemy as sa
from flask import request
from flask_login import UserMixin
from sqlalchemy import Float, func, text
from sqlalchemy.orm import Mapped, mapped_column

from configs import dify_config
from core.file import FILE_MODEL_IDENTITY, File, FileTransferMethod, FileType
from core.file import helpers as file_helpers
from core.file.tool_file_parser import ToolFileParser
from extensions.ext_database import db
from libs.helper import generate_string
from models.enums import CreatedByRole

from .account import Account, Tenant
from .types import StringUUID


class DifySetup(db.Model):
    __tablename__ = "dify_setups"
    __table_args__ = (db.PrimaryKeyConstraint("version", name="dify_setup_pkey"),)

    version = db.Column(db.String(255), nullable=False)
    setup_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))


class AppMode(StrEnum):
    COMPLETION = "completion"
    WORKFLOW = "workflow"
    CHAT = "chat"
    ADVANCED_CHAT = "advanced-chat"
    AGENT_CHAT = "agent-chat"
    CHANNEL = "channel"

    @classmethod
    def value_of(cls, value: str) -> "AppMode":
        """
        Get value of given mode.

        :param value: mode value
        :return: mode
        """
        for mode in cls:
            if mode.value == value:
                return mode
        raise ValueError(f"invalid mode value {value}")


class IconType(Enum):
    IMAGE = "image"
    EMOJI = "emoji"


class App(db.Model):
    __tablename__ = "apps"
    __table_args__ = (db.PrimaryKeyConstraint("id", name="app_pkey"), db.Index("app_tenant_id_idx", "tenant_id"))

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id: Mapped[str] = db.Column(StringUUID, nullable=False)
    name = db.Column(db.String(255), nullable=False)
    description = db.Column(db.Text, nullable=False, server_default=db.text("''::character varying"))
    mode = db.Column(db.String(255), nullable=False)
    icon_type = db.Column(db.String(255), nullable=True)  # image, emoji
    icon = db.Column(db.String(255))
    icon_background = db.Column(db.String(255))
    app_model_config_id = db.Column(StringUUID, nullable=True)
    workflow_id = db.Column(StringUUID, nullable=True)
    status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
    enable_site = db.Column(db.Boolean, nullable=False)
    enable_api = db.Column(db.Boolean, nullable=False)
    api_rpm = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
    api_rph = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
    is_demo = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    is_public = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    is_universal = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    tracing = db.Column(db.Text, nullable=True)
    max_active_requests = db.Column(db.Integer, nullable=True)
    created_by = db.Column(StringUUID, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_by = db.Column(StringUUID, nullable=True)
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    use_icon_as_answer_icon = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))

    @property
    def desc_or_prompt(self):
        if self.description:
            return self.description
        else:
            app_model_config = self.app_model_config
            if app_model_config:
                return app_model_config.pre_prompt
            else:
                return ""

    @property
    def site(self):
        site = db.session.query(Site).filter(Site.app_id == self.id).first()
        return site

    @property
    def app_model_config(self):
        if self.app_model_config_id:
            return db.session.query(AppModelConfig).filter(AppModelConfig.id == self.app_model_config_id).first()

        return None

    @property
    def workflow(self) -> Optional["Workflow"]:
        if self.workflow_id:
            from .workflow import Workflow

            return db.session.query(Workflow).filter(Workflow.id == self.workflow_id).first()

        return None

    @property
    def api_base_url(self):
        return (dify_config.SERVICE_API_URL or request.host_url.rstrip("/")) + "/v1"

    @property
    def tenant(self):
        tenant = db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first()
        return tenant

    @property
    def is_agent(self) -> bool:
        app_model_config = self.app_model_config
        if not app_model_config:
            return False
        if not app_model_config.agent_mode:
            return False
        if self.app_model_config.agent_mode_dict.get("enabled", False) and self.app_model_config.agent_mode_dict.get(
            "strategy", ""
        ) in {"function_call", "react"}:
            self.mode = AppMode.AGENT_CHAT.value
            db.session.commit()
            return True
        return False

    @property
    def mode_compatible_with_agent(self) -> str:
        if self.mode == AppMode.CHAT.value and self.is_agent:
            return AppMode.AGENT_CHAT.value

        return self.mode

    @property
    def deleted_tools(self) -> list:
        # get agent mode tools
        app_model_config = self.app_model_config
        if not app_model_config:
            return []
        if not app_model_config.agent_mode:
            return []
        agent_mode = app_model_config.agent_mode_dict
        tools = agent_mode.get("tools", [])

        provider_ids = []

        for tool in tools:
            keys = list(tool.keys())
            if len(keys) >= 4:
                provider_type = tool.get("provider_type", "")
                provider_id = tool.get("provider_id", "")
                if provider_type == "api":
                    # check if provider id is a uuid string, if not, skip
                    try:
                        uuid.UUID(provider_id)
                    except Exception:
                        continue
                    provider_ids.append(provider_id)

        if not provider_ids:
            return []

        api_providers = db.session.execute(
            text("SELECT id FROM tool_api_providers WHERE id IN :provider_ids"), {"provider_ids": tuple(provider_ids)}
        ).fetchall()

        deleted_tools = []
        current_api_provider_ids = [str(api_provider.id) for api_provider in api_providers]

        for tool in tools:
            keys = list(tool.keys())
            if len(keys) >= 4:
                provider_type = tool.get("provider_type", "")
                provider_id = tool.get("provider_id", "")
                if provider_type == "api" and provider_id not in current_api_provider_ids:
                    deleted_tools.append(tool["tool_name"])

        return deleted_tools

    @property
    def tags(self):
        tags = (
            db.session.query(Tag)
            .join(TagBinding, Tag.id == TagBinding.tag_id)
            .filter(
                TagBinding.target_id == self.id,
                TagBinding.tenant_id == self.tenant_id,
                Tag.tenant_id == self.tenant_id,
                Tag.type == "app",
            )
            .all()
        )

        return tags or []


class AppModelConfig(db.Model):
    __tablename__ = "app_model_configs"
    __table_args__ = (db.PrimaryKeyConstraint("id", name="app_model_config_pkey"), db.Index("app_app_id_idx", "app_id"))

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    provider = db.Column(db.String(255), nullable=True)
    model_id = db.Column(db.String(255), nullable=True)
    configs = db.Column(db.JSON, nullable=True)
    created_by = db.Column(StringUUID, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_by = db.Column(StringUUID, nullable=True)
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    opening_statement = db.Column(db.Text)
    suggested_questions = db.Column(db.Text)
    suggested_questions_after_answer = db.Column(db.Text)
    speech_to_text = db.Column(db.Text)
    text_to_speech = db.Column(db.Text)
    more_like_this = db.Column(db.Text)
    model = db.Column(db.Text)
    user_input_form = db.Column(db.Text)
    dataset_query_variable = db.Column(db.String(255))
    pre_prompt = db.Column(db.Text)
    agent_mode = db.Column(db.Text)
    sensitive_word_avoidance = db.Column(db.Text)
    retriever_resource = db.Column(db.Text)
    prompt_type = db.Column(db.String(255), nullable=False, server_default=db.text("'simple'::character varying"))
    chat_prompt_config = db.Column(db.Text)
    completion_prompt_config = db.Column(db.Text)
    dataset_configs = db.Column(db.Text)
    external_data_tools = db.Column(db.Text)
    file_upload = db.Column(db.Text)

    @property
    def app(self):
        app = db.session.query(App).filter(App.id == self.app_id).first()
        return app

    @property
    def model_dict(self) -> dict:
        return json.loads(self.model) if self.model else {}

    @property
    def suggested_questions_list(self) -> list:
        return json.loads(self.suggested_questions) if self.suggested_questions else []

    @property
    def suggested_questions_after_answer_dict(self) -> dict:
        return (
            json.loads(self.suggested_questions_after_answer)
            if self.suggested_questions_after_answer
            else {"enabled": False}
        )

    @property
    def speech_to_text_dict(self) -> dict:
        return json.loads(self.speech_to_text) if self.speech_to_text else {"enabled": False}

    @property
    def text_to_speech_dict(self) -> dict:
        return json.loads(self.text_to_speech) if self.text_to_speech else {"enabled": False}

    @property
    def retriever_resource_dict(self) -> dict:
        return json.loads(self.retriever_resource) if self.retriever_resource else {"enabled": True}

    @property
    def annotation_reply_dict(self) -> dict:
        annotation_setting = (
            db.session.query(AppAnnotationSetting).filter(AppAnnotationSetting.app_id == self.app_id).first()
        )
        if annotation_setting:
            collection_binding_detail = annotation_setting.collection_binding_detail
            return {
                "id": annotation_setting.id,
                "enabled": True,
                "score_threshold": annotation_setting.score_threshold,
                "embedding_model": {
                    "embedding_provider_name": collection_binding_detail.provider_name,
                    "embedding_model_name": collection_binding_detail.model_name,
                },
            }

        else:
            return {"enabled": False}

    @property
    def more_like_this_dict(self) -> dict:
        return json.loads(self.more_like_this) if self.more_like_this else {"enabled": False}

    @property
    def sensitive_word_avoidance_dict(self) -> dict:
        return (
            json.loads(self.sensitive_word_avoidance)
            if self.sensitive_word_avoidance
            else {"enabled": False, "type": "", "configs": []}
        )

    @property
    def external_data_tools_list(self) -> list[dict]:
        return json.loads(self.external_data_tools) if self.external_data_tools else []

    @property
    def user_input_form_list(self) -> dict:
        return json.loads(self.user_input_form) if self.user_input_form else []

    @property
    def agent_mode_dict(self) -> dict:
        return (
            json.loads(self.agent_mode)
            if self.agent_mode
            else {"enabled": False, "strategy": None, "tools": [], "prompt": None}
        )

    @property
    def chat_prompt_config_dict(self) -> dict:
        return json.loads(self.chat_prompt_config) if self.chat_prompt_config else {}

    @property
    def completion_prompt_config_dict(self) -> dict:
        return json.loads(self.completion_prompt_config) if self.completion_prompt_config else {}

    @property
    def dataset_configs_dict(self) -> dict:
        if self.dataset_configs:
            dataset_configs = json.loads(self.dataset_configs)
            if "retrieval_model" not in dataset_configs:
                return {"retrieval_model": "single"}
            else:
                return dataset_configs
        return {
            "retrieval_model": "multiple",
        }

    @property
    def file_upload_dict(self) -> dict:
        return (
            json.loads(self.file_upload)
            if self.file_upload
            else {
                "image": {
                    "enabled": False,
                    "number_limits": 3,
                    "detail": "high",
                    "transfer_methods": ["remote_url", "local_file"],
                }
            }
        )

    def to_dict(self) -> dict:
        return {
            "opening_statement": self.opening_statement,
            "suggested_questions": self.suggested_questions_list,
            "suggested_questions_after_answer": self.suggested_questions_after_answer_dict,
            "speech_to_text": self.speech_to_text_dict,
            "text_to_speech": self.text_to_speech_dict,
            "retriever_resource": self.retriever_resource_dict,
            "annotation_reply": self.annotation_reply_dict,
            "more_like_this": self.more_like_this_dict,
            "sensitive_word_avoidance": self.sensitive_word_avoidance_dict,
            "external_data_tools": self.external_data_tools_list,
            "model": self.model_dict,
            "user_input_form": self.user_input_form_list,
            "dataset_query_variable": self.dataset_query_variable,
            "pre_prompt": self.pre_prompt,
            "agent_mode": self.agent_mode_dict,
            "prompt_type": self.prompt_type,
            "chat_prompt_config": self.chat_prompt_config_dict,
            "completion_prompt_config": self.completion_prompt_config_dict,
            "dataset_configs": self.dataset_configs_dict,
            "file_upload": self.file_upload_dict,
        }

    def from_model_config_dict(self, model_config: Mapping[str, Any]):
        self.opening_statement = model_config.get("opening_statement")
        self.suggested_questions = (
            json.dumps(model_config["suggested_questions"]) if model_config.get("suggested_questions") else None
        )
        self.suggested_questions_after_answer = (
            json.dumps(model_config["suggested_questions_after_answer"])
            if model_config.get("suggested_questions_after_answer")
            else None
        )
        self.speech_to_text = json.dumps(model_config["speech_to_text"]) if model_config.get("speech_to_text") else None
        self.text_to_speech = json.dumps(model_config["text_to_speech"]) if model_config.get("text_to_speech") else None
        self.more_like_this = json.dumps(model_config["more_like_this"]) if model_config.get("more_like_this") else None
        self.sensitive_word_avoidance = (
            json.dumps(model_config["sensitive_word_avoidance"])
            if model_config.get("sensitive_word_avoidance")
            else None
        )
        self.external_data_tools = (
            json.dumps(model_config["external_data_tools"]) if model_config.get("external_data_tools") else None
        )
        self.model = json.dumps(model_config["model"]) if model_config.get("model") else None
        self.user_input_form = (
            json.dumps(model_config["user_input_form"]) if model_config.get("user_input_form") else None
        )
        self.dataset_query_variable = model_config.get("dataset_query_variable")
        self.pre_prompt = model_config["pre_prompt"]
        self.agent_mode = json.dumps(model_config["agent_mode"]) if model_config.get("agent_mode") else None
        self.retriever_resource = (
            json.dumps(model_config["retriever_resource"]) if model_config.get("retriever_resource") else None
        )
        self.prompt_type = model_config.get("prompt_type", "simple")
        self.chat_prompt_config = (
            json.dumps(model_config.get("chat_prompt_config")) if model_config.get("chat_prompt_config") else None
        )
        self.completion_prompt_config = (
            json.dumps(model_config.get("completion_prompt_config"))
            if model_config.get("completion_prompt_config")
            else None
        )
        self.dataset_configs = (
            json.dumps(model_config.get("dataset_configs")) if model_config.get("dataset_configs") else None
        )
        self.file_upload = json.dumps(model_config.get("file_upload")) if model_config.get("file_upload") else None
        return self

    def copy(self):
        new_app_model_config = AppModelConfig(
            id=self.id,
            app_id=self.app_id,
            opening_statement=self.opening_statement,
            suggested_questions=self.suggested_questions,
            suggested_questions_after_answer=self.suggested_questions_after_answer,
            speech_to_text=self.speech_to_text,
            text_to_speech=self.text_to_speech,
            more_like_this=self.more_like_this,
            sensitive_word_avoidance=self.sensitive_word_avoidance,
            external_data_tools=self.external_data_tools,
            model=self.model,
            user_input_form=self.user_input_form,
            dataset_query_variable=self.dataset_query_variable,
            pre_prompt=self.pre_prompt,
            agent_mode=self.agent_mode,
            retriever_resource=self.retriever_resource,
            prompt_type=self.prompt_type,
            chat_prompt_config=self.chat_prompt_config,
            completion_prompt_config=self.completion_prompt_config,
            dataset_configs=self.dataset_configs,
            file_upload=self.file_upload,
        )

        return new_app_model_config


class RecommendedApp(db.Model):
    __tablename__ = "recommended_apps"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="recommended_app_pkey"),
        db.Index("recommended_app_app_id_idx", "app_id"),
        db.Index("recommended_app_is_listed_idx", "is_listed", "language"),
    )

    id = db.Column(StringUUID, primary_key=True, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    description = db.Column(db.JSON, nullable=False)
    copyright = db.Column(db.String(255), nullable=False)
    privacy_policy = db.Column(db.String(255), nullable=False)
    custom_disclaimer: Mapped[str] = mapped_column(sa.TEXT, default="")
    category = db.Column(db.String(255), nullable=False)
    position = db.Column(db.Integer, nullable=False, default=0)
    is_listed = db.Column(db.Boolean, nullable=False, default=True)
    install_count = db.Column(db.Integer, nullable=False, default=0)
    language = db.Column(db.String(255), nullable=False, server_default=db.text("'en-US'::character varying"))
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    @property
    def app(self):
        app = db.session.query(App).filter(App.id == self.app_id).first()
        return app


class InstalledApp(db.Model):
    __tablename__ = "installed_apps"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="installed_app_pkey"),
        db.Index("installed_app_tenant_id_idx", "tenant_id"),
        db.Index("installed_app_app_id_idx", "app_id"),
        db.UniqueConstraint("tenant_id", "app_id", name="unique_tenant_app"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id = db.Column(StringUUID, nullable=False)
    app_id = db.Column(StringUUID, nullable=False)
    app_owner_tenant_id = db.Column(StringUUID, nullable=False)
    position = db.Column(db.Integer, nullable=False, default=0)
    is_pinned = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    last_used_at = db.Column(db.DateTime, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    @property
    def app(self):
        app = db.session.query(App).filter(App.id == self.app_id).first()
        return app

    @property
    def tenant(self):
        tenant = db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first()
        return tenant


class Conversation(db.Model):
    __tablename__ = "conversations"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="conversation_pkey"),
        db.Index("conversation_app_from_user_idx", "app_id", "from_source", "from_end_user_id"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    app_model_config_id = db.Column(StringUUID, nullable=True)
    model_provider = db.Column(db.String(255), nullable=True)
    override_model_configs = db.Column(db.Text)
    model_id = db.Column(db.String(255), nullable=True)
    mode = db.Column(db.String(255), nullable=False)
    name = db.Column(db.String(255), nullable=False)
    summary = db.Column(db.Text)
    _inputs: Mapped[dict] = mapped_column("inputs", db.JSON)
    introduction = db.Column(db.Text)
    system_instruction = db.Column(db.Text)
    system_instruction_tokens = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
    status = db.Column(db.String(255), nullable=False)
    invoke_from = db.Column(db.String(255), nullable=True)
    from_source = db.Column(db.String(255), nullable=False)
    from_end_user_id = db.Column(StringUUID)
    from_account_id = db.Column(StringUUID)
    read_at = db.Column(db.DateTime)
    read_account_id = db.Column(StringUUID)
    dialogue_count: Mapped[int] = mapped_column(default=0)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    messages = db.relationship("Message", backref="conversation", lazy="select", passive_deletes="all")
    message_annotations = db.relationship(
        "MessageAnnotation", backref="conversation", lazy="select", passive_deletes="all"
    )

    is_deleted = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))

    @property
    def inputs(self):
        inputs = self._inputs.copy()
        for key, value in inputs.items():
            if isinstance(value, dict) and value.get("dify_model_identity") == FILE_MODEL_IDENTITY:
                inputs[key] = File.model_validate(value)
            elif isinstance(value, list) and all(
                isinstance(item, dict) and item.get("dify_model_identity") == FILE_MODEL_IDENTITY for item in value
            ):
                inputs[key] = [File.model_validate(item) for item in value]
        return inputs

    @inputs.setter
    def inputs(self, value: Mapping[str, Any]):
        inputs = dict(value)
        for k, v in inputs.items():
            if isinstance(v, File):
                inputs[k] = v.model_dump()
            elif isinstance(v, list) and all(isinstance(item, File) for item in v):
                inputs[k] = [item.model_dump() for item in v]
        self._inputs = inputs

    @property
    def model_config(self):
        model_config = {}
        if self.mode == AppMode.ADVANCED_CHAT.value:
            if self.override_model_configs:
                override_model_configs = json.loads(self.override_model_configs)
                model_config = override_model_configs
        else:
            if self.override_model_configs:
                override_model_configs = json.loads(self.override_model_configs)

                if "model" in override_model_configs:
                    app_model_config = AppModelConfig()
                    app_model_config = app_model_config.from_model_config_dict(override_model_configs)
                    model_config = app_model_config.to_dict()
                else:
                    model_config["configs"] = override_model_configs
            else:
                app_model_config = (
                    db.session.query(AppModelConfig).filter(AppModelConfig.id == self.app_model_config_id).first()
                )
                if app_model_config:
                    model_config = app_model_config.to_dict()

        model_config["model_id"] = self.model_id
        model_config["provider"] = self.model_provider

        return model_config

    @property
    def summary_or_query(self):
        if self.summary:
            return self.summary
        else:
            first_message = self.first_message
            if first_message:
                return first_message.query
            else:
                return ""

    @property
    def annotated(self):
        return db.session.query(MessageAnnotation).filter(MessageAnnotation.conversation_id == self.id).count() > 0

    @property
    def annotation(self):
        return db.session.query(MessageAnnotation).filter(MessageAnnotation.conversation_id == self.id).first()

    @property
    def message_count(self):
        return db.session.query(Message).filter(Message.conversation_id == self.id).count()

    @property
    def user_feedback_stats(self):
        like = (
            db.session.query(MessageFeedback)
            .filter(
                MessageFeedback.conversation_id == self.id,
                MessageFeedback.from_source == "user",
                MessageFeedback.rating == "like",
            )
            .count()
        )

        dislike = (
            db.session.query(MessageFeedback)
            .filter(
                MessageFeedback.conversation_id == self.id,
                MessageFeedback.from_source == "user",
                MessageFeedback.rating == "dislike",
            )
            .count()
        )

        return {"like": like, "dislike": dislike}

    @property
    def admin_feedback_stats(self):
        like = (
            db.session.query(MessageFeedback)
            .filter(
                MessageFeedback.conversation_id == self.id,
                MessageFeedback.from_source == "admin",
                MessageFeedback.rating == "like",
            )
            .count()
        )

        dislike = (
            db.session.query(MessageFeedback)
            .filter(
                MessageFeedback.conversation_id == self.id,
                MessageFeedback.from_source == "admin",
                MessageFeedback.rating == "dislike",
            )
            .count()
        )

        return {"like": like, "dislike": dislike}

    @property
    def first_message(self):
        return db.session.query(Message).filter(Message.conversation_id == self.id).first()

    @property
    def app(self):
        return db.session.query(App).filter(App.id == self.app_id).first()

    @property
    def from_end_user_session_id(self):
        if self.from_end_user_id:
            end_user = db.session.query(EndUser).filter(EndUser.id == self.from_end_user_id).first()
            if end_user:
                return end_user.session_id

        return None

    @property
    def from_account_name(self):
        if self.from_account_id:
            account = db.session.query(Account).filter(Account.id == self.from_account_id).first()
            if account:
                return account.name

        return None

    @property
    def in_debug_mode(self):
        return self.override_model_configs is not None


class Message(db.Model):
    __tablename__ = "messages"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="message_pkey"),
        db.Index("message_app_id_idx", "app_id", "created_at"),
        db.Index("message_conversation_id_idx", "conversation_id"),
        db.Index("message_end_user_idx", "app_id", "from_source", "from_end_user_id"),
        db.Index("message_account_idx", "app_id", "from_source", "from_account_id"),
        db.Index("message_workflow_run_id_idx", "conversation_id", "workflow_run_id"),
        db.Index("message_created_at_idx", "created_at"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    model_provider = db.Column(db.String(255), nullable=True)
    model_id = db.Column(db.String(255), nullable=True)
    override_model_configs = db.Column(db.Text)
    conversation_id = db.Column(StringUUID, db.ForeignKey("conversations.id"), nullable=False)
    _inputs: Mapped[dict] = mapped_column("inputs", db.JSON)
    query: Mapped[str] = db.Column(db.Text, nullable=False)
    message = db.Column(db.JSON, nullable=False)
    message_tokens = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
    message_unit_price = db.Column(db.Numeric(10, 4), nullable=False)
    message_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
    answer: Mapped[str] = db.Column(db.Text, nullable=False)
    answer_tokens = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
    answer_unit_price = db.Column(db.Numeric(10, 4), nullable=False)
    answer_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
    parent_message_id = db.Column(StringUUID, nullable=True)
    provider_response_latency = db.Column(db.Float, nullable=False, server_default=db.text("0"))
    total_price = db.Column(db.Numeric(10, 7))
    currency = db.Column(db.String(255), nullable=False)
    status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
    error = db.Column(db.Text)
    message_metadata = db.Column(db.Text)
    invoke_from: Mapped[Optional[str]] = db.Column(db.String(255), nullable=True)
    from_source = db.Column(db.String(255), nullable=False)
    from_end_user_id: Mapped[Optional[str]] = db.Column(StringUUID)
    from_account_id: Mapped[Optional[str]] = db.Column(StringUUID)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    agent_based = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    workflow_run_id = db.Column(StringUUID)

    @property
    def inputs(self):
        inputs = self._inputs.copy()
        for key, value in inputs.items():
            if isinstance(value, dict) and value.get("dify_model_identity") == FILE_MODEL_IDENTITY:
                inputs[key] = File.model_validate(value)
            elif isinstance(value, list) and all(
                isinstance(item, dict) and item.get("dify_model_identity") == FILE_MODEL_IDENTITY for item in value
            ):
                inputs[key] = [File.model_validate(item) for item in value]
        return inputs

    @inputs.setter
    def inputs(self, value: Mapping[str, Any]):
        inputs = dict(value)
        for k, v in inputs.items():
            if isinstance(v, File):
                inputs[k] = v.model_dump()
            elif isinstance(v, list) and all(isinstance(item, File) for item in v):
                inputs[k] = [item.model_dump() for item in v]
        self._inputs = inputs

    @property
    def re_sign_file_url_answer(self) -> str:
        if not self.answer:
            return self.answer

        pattern = r"\[!?.*?\]\((((http|https):\/\/.+)?\/files\/(tools\/)?[\w-]+.*?timestamp=.*&nonce=.*&sign=.*)\)"
        matches = re.findall(pattern, self.answer)

        if not matches:
            return self.answer

        urls = [match[0] for match in matches]

        # remove duplicate urls
        urls = list(set(urls))

        if not urls:
            return self.answer

        re_sign_file_url_answer = self.answer
        for url in urls:
            if "files/tools" in url:
                # get tool file id
                tool_file_id_pattern = r"\/files\/tools\/([\.\w-]+)?\?timestamp="
                result = re.search(tool_file_id_pattern, url)
                if not result:
                    continue

                tool_file_id = result.group(1)

                # get extension
                if "." in tool_file_id:
                    split_result = tool_file_id.split(".")
                    extension = f".{split_result[-1]}"
                    if len(extension) > 10:
                        extension = ".bin"
                    tool_file_id = split_result[0]
                else:
                    extension = ".bin"

                if not tool_file_id:
                    continue

                sign_url = ToolFileParser.get_tool_file_manager().sign_file(
                    tool_file_id=tool_file_id, extension=extension
                )
            elif "file-preview" in url:
                # get upload file id
                upload_file_id_pattern = r"\/files\/([\w-]+)\/file-preview?\?timestamp="
                result = re.search(upload_file_id_pattern, url)
                if not result:
                    continue

                upload_file_id = result.group(1)
                if not upload_file_id:
                    continue
                sign_url = file_helpers.get_signed_file_url(upload_file_id)
            elif "image-preview" in url:
                # image-preview is deprecated, use file-preview instead
                upload_file_id_pattern = r"\/files\/([\w-]+)\/image-preview?\?timestamp="
                result = re.search(upload_file_id_pattern, url)
                if not result:
                    continue
                upload_file_id = result.group(1)
                if not upload_file_id:
                    continue
                sign_url = file_helpers.get_signed_file_url(upload_file_id)
            else:
                continue

            re_sign_file_url_answer = re_sign_file_url_answer.replace(url, sign_url)

        return re_sign_file_url_answer

    @property
    def user_feedback(self):
        feedback = (
            db.session.query(MessageFeedback)
            .filter(MessageFeedback.message_id == self.id, MessageFeedback.from_source == "user")
            .first()
        )
        return feedback

    @property
    def admin_feedback(self):
        feedback = (
            db.session.query(MessageFeedback)
            .filter(MessageFeedback.message_id == self.id, MessageFeedback.from_source == "admin")
            .first()
        )
        return feedback

    @property
    def feedbacks(self):
        feedbacks = db.session.query(MessageFeedback).filter(MessageFeedback.message_id == self.id).all()
        return feedbacks

    @property
    def annotation(self):
        annotation = db.session.query(MessageAnnotation).filter(MessageAnnotation.message_id == self.id).first()
        return annotation

    @property
    def annotation_hit_history(self):
        annotation_history = (
            db.session.query(AppAnnotationHitHistory).filter(AppAnnotationHitHistory.message_id == self.id).first()
        )
        if annotation_history:
            annotation = (
                db.session.query(MessageAnnotation)
                .filter(MessageAnnotation.id == annotation_history.annotation_id)
                .first()
            )
            return annotation
        return None

    @property
    def app_model_config(self):
        conversation = db.session.query(Conversation).filter(Conversation.id == self.conversation_id).first()
        if conversation:
            return (
                db.session.query(AppModelConfig).filter(AppModelConfig.id == conversation.app_model_config_id).first()
            )

        return None

    @property
    def in_debug_mode(self):
        return self.override_model_configs is not None

    @property
    def message_metadata_dict(self) -> dict:
        return json.loads(self.message_metadata) if self.message_metadata else {}

    @property
    def agent_thoughts(self):
        return (
            db.session.query(MessageAgentThought)
            .filter(MessageAgentThought.message_id == self.id)
            .order_by(MessageAgentThought.position.asc())
            .all()
        )

    @property
    def retriever_resources(self):
        return (
            db.session.query(DatasetRetrieverResource)
            .filter(DatasetRetrieverResource.message_id == self.id)
            .order_by(DatasetRetrieverResource.position.asc())
            .all()
        )

    @property
    def message_files(self):
        from factories import file_factory

        message_files = db.session.query(MessageFile).filter(MessageFile.message_id == self.id).all()
        current_app = db.session.query(App).filter(App.id == self.app_id).first()
        if not current_app:
            raise ValueError(f"App {self.app_id} not found")

        files: list[File] = []
        for message_file in message_files:
            if message_file.transfer_method == "local_file":
                if message_file.upload_file_id is None:
                    raise ValueError(f"MessageFile {message_file.id} is a local file but has no upload_file_id")
                file = file_factory.build_from_mapping(
                    mapping={
                        "id": message_file.id,
                        "upload_file_id": message_file.upload_file_id,
                        "transfer_method": message_file.transfer_method,
                        "type": message_file.type,
                    },
                    tenant_id=current_app.tenant_id,
                )
            elif message_file.transfer_method == "remote_url":
                if message_file.url is None:
                    raise ValueError(f"MessageFile {message_file.id} is a remote url but has no url")
                file = file_factory.build_from_mapping(
                    mapping={
                        "id": message_file.id,
                        "type": message_file.type,
                        "transfer_method": message_file.transfer_method,
                        "url": message_file.url,
                    },
                    tenant_id=current_app.tenant_id,
                )
            elif message_file.transfer_method == "tool_file":
                if message_file.upload_file_id is None:
                    assert message_file.url is not None
                    message_file.upload_file_id = message_file.url.split("/")[-1].split(".")[0]
                mapping = {
                    "id": message_file.id,
                    "type": message_file.type,
                    "transfer_method": message_file.transfer_method,
                    "tool_file_id": message_file.upload_file_id,
                }
                file = file_factory.build_from_mapping(
                    mapping=mapping,
                    tenant_id=current_app.tenant_id,
                )
            else:
                raise ValueError(
                    f"MessageFile {message_file.id} has an invalid transfer_method {message_file.transfer_method}"
                )
            files.append(file)

        result = [
            {"belongs_to": message_file.belongs_to, **file.to_dict()}
            for (file, message_file) in zip(files, message_files)
        ]

        db.session.commit()
        return result

    @property
    def workflow_run(self):
        if self.workflow_run_id:
            from .workflow import WorkflowRun

            return db.session.query(WorkflowRun).filter(WorkflowRun.id == self.workflow_run_id).first()

        return None

    def to_dict(self) -> dict:
        return {
            "id": self.id,
            "app_id": self.app_id,
            "conversation_id": self.conversation_id,
            "inputs": self.inputs,
            "query": self.query,
            "message": self.message,
            "answer": self.answer,
            "status": self.status,
            "error": self.error,
            "message_metadata": self.message_metadata_dict,
            "from_source": self.from_source,
            "from_end_user_id": self.from_end_user_id,
            "from_account_id": self.from_account_id,
            "created_at": self.created_at.isoformat(),
            "updated_at": self.updated_at.isoformat(),
            "agent_based": self.agent_based,
            "workflow_run_id": self.workflow_run_id,
        }

    @classmethod
    def from_dict(cls, data: dict):
        return cls(
            id=data["id"],
            app_id=data["app_id"],
            conversation_id=data["conversation_id"],
            inputs=data["inputs"],
            query=data["query"],
            message=data["message"],
            answer=data["answer"],
            status=data["status"],
            error=data["error"],
            message_metadata=json.dumps(data["message_metadata"]),
            from_source=data["from_source"],
            from_end_user_id=data["from_end_user_id"],
            from_account_id=data["from_account_id"],
            created_at=data["created_at"],
            updated_at=data["updated_at"],
            agent_based=data["agent_based"],
            workflow_run_id=data["workflow_run_id"],
        )


class MessageFeedback(db.Model):
    __tablename__ = "message_feedbacks"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="message_feedback_pkey"),
        db.Index("message_feedback_app_idx", "app_id"),
        db.Index("message_feedback_message_idx", "message_id", "from_source"),
        db.Index("message_feedback_conversation_idx", "conversation_id", "from_source", "rating"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    conversation_id = db.Column(StringUUID, nullable=False)
    message_id = db.Column(StringUUID, nullable=False)
    rating = db.Column(db.String(255), nullable=False)
    content = db.Column(db.Text)
    from_source = db.Column(db.String(255), nullable=False)
    from_end_user_id = db.Column(StringUUID)
    from_account_id = db.Column(StringUUID)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    @property
    def from_account(self):
        account = db.session.query(Account).filter(Account.id == self.from_account_id).first()
        return account


class MessageFile(db.Model):
    __tablename__ = "message_files"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="message_file_pkey"),
        db.Index("message_file_message_idx", "message_id"),
        db.Index("message_file_created_by_idx", "created_by"),
    )

    def __init__(
        self,
        *,
        message_id: str,
        type: FileType,
        transfer_method: FileTransferMethod,
        url: str | None = None,
        belongs_to: Literal["user", "assistant"] | None = None,
        upload_file_id: str | None = None,
        created_by_role: CreatedByRole,
        created_by: str,
    ):
        self.message_id = message_id
        self.type = type
        self.transfer_method = transfer_method
        self.url = url
        self.belongs_to = belongs_to
        self.upload_file_id = upload_file_id
        self.created_by_role = created_by_role.value
        self.created_by = created_by

    id: Mapped[str] = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    message_id: Mapped[str] = db.Column(StringUUID, nullable=False)
    type: Mapped[str] = db.Column(db.String(255), nullable=False)
    transfer_method: Mapped[str] = db.Column(db.String(255), nullable=False)
    url: Mapped[Optional[str]] = db.Column(db.Text, nullable=True)
    belongs_to: Mapped[Optional[str]] = db.Column(db.String(255), nullable=True)
    upload_file_id: Mapped[Optional[str]] = db.Column(StringUUID, nullable=True)
    created_by_role: Mapped[str] = db.Column(db.String(255), nullable=False)
    created_by: Mapped[str] = db.Column(StringUUID, nullable=False)
    created_at: Mapped[datetime] = db.Column(
        db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)")
    )


class MessageAnnotation(db.Model):
    __tablename__ = "message_annotations"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="message_annotation_pkey"),
        db.Index("message_annotation_app_idx", "app_id"),
        db.Index("message_annotation_conversation_idx", "conversation_id"),
        db.Index("message_annotation_message_idx", "message_id"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    conversation_id = db.Column(StringUUID, db.ForeignKey("conversations.id"), nullable=True)
    message_id = db.Column(StringUUID, nullable=True)
    question = db.Column(db.Text, nullable=True)
    content = db.Column(db.Text, nullable=False)
    hit_count = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
    account_id = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    @property
    def account(self):
        account = db.session.query(Account).filter(Account.id == self.account_id).first()
        return account

    @property
    def annotation_create_account(self):
        account = db.session.query(Account).filter(Account.id == self.account_id).first()
        return account


class AppAnnotationHitHistory(db.Model):
    __tablename__ = "app_annotation_hit_histories"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="app_annotation_hit_histories_pkey"),
        db.Index("app_annotation_hit_histories_app_idx", "app_id"),
        db.Index("app_annotation_hit_histories_account_idx", "account_id"),
        db.Index("app_annotation_hit_histories_annotation_idx", "annotation_id"),
        db.Index("app_annotation_hit_histories_message_idx", "message_id"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    annotation_id = db.Column(StringUUID, nullable=False)
    source = db.Column(db.Text, nullable=False)
    question = db.Column(db.Text, nullable=False)
    account_id = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    score = db.Column(Float, nullable=False, server_default=db.text("0"))
    message_id = db.Column(StringUUID, nullable=False)
    annotation_question = db.Column(db.Text, nullable=False)
    annotation_content = db.Column(db.Text, nullable=False)

    @property
    def account(self):
        account = (
            db.session.query(Account)
            .join(MessageAnnotation, MessageAnnotation.account_id == Account.id)
            .filter(MessageAnnotation.id == self.annotation_id)
            .first()
        )
        return account

    @property
    def annotation_create_account(self):
        account = db.session.query(Account).filter(Account.id == self.account_id).first()
        return account


class AppAnnotationSetting(db.Model):
    __tablename__ = "app_annotation_settings"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="app_annotation_settings_pkey"),
        db.Index("app_annotation_settings_app_idx", "app_id"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    score_threshold = db.Column(Float, nullable=False, server_default=db.text("0"))
    collection_binding_id = db.Column(StringUUID, nullable=False)
    created_user_id = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_user_id = db.Column(StringUUID, nullable=False)
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    @property
    def created_account(self):
        account = (
            db.session.query(Account)
            .join(AppAnnotationSetting, AppAnnotationSetting.created_user_id == Account.id)
            .filter(AppAnnotationSetting.id == self.annotation_id)
            .first()
        )
        return account

    @property
    def updated_account(self):
        account = (
            db.session.query(Account)
            .join(AppAnnotationSetting, AppAnnotationSetting.updated_user_id == Account.id)
            .filter(AppAnnotationSetting.id == self.annotation_id)
            .first()
        )
        return account

    @property
    def collection_binding_detail(self):
        from .dataset import DatasetCollectionBinding

        collection_binding_detail = (
            db.session.query(DatasetCollectionBinding)
            .filter(DatasetCollectionBinding.id == self.collection_binding_id)
            .first()
        )
        return collection_binding_detail


class OperationLog(db.Model):
    __tablename__ = "operation_logs"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="operation_log_pkey"),
        db.Index("operation_log_account_action_idx", "tenant_id", "account_id", "action"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id = db.Column(StringUUID, nullable=False)
    account_id = db.Column(StringUUID, nullable=False)
    action = db.Column(db.String(255), nullable=False)
    content = db.Column(db.JSON)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    created_ip = db.Column(db.String(255), nullable=False)
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))


class EndUser(UserMixin, db.Model):
    __tablename__ = "end_users"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="end_user_pkey"),
        db.Index("end_user_session_id_idx", "session_id", "type"),
        db.Index("end_user_tenant_session_id_idx", "tenant_id", "session_id", "type"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id = db.Column(StringUUID, nullable=False)
    app_id = db.Column(StringUUID, nullable=True)
    type = db.Column(db.String(255), nullable=False)
    external_user_id = db.Column(db.String(255), nullable=True)
    name = db.Column(db.String(255))
    is_anonymous = db.Column(db.Boolean, nullable=False, server_default=db.text("true"))
    session_id = db.Column(db.String(255), nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))


class Site(db.Model):
    __tablename__ = "sites"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="site_pkey"),
        db.Index("site_app_id_idx", "app_id"),
        db.Index("site_code_idx", "code", "status"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    title = db.Column(db.String(255), nullable=False)
    icon_type = db.Column(db.String(255), nullable=True)
    icon = db.Column(db.String(255))
    icon_background = db.Column(db.String(255))
    description = db.Column(db.Text)
    default_language = db.Column(db.String(255), nullable=False)
    chat_color_theme = db.Column(db.String(255))
    chat_color_theme_inverted = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    copyright = db.Column(db.String(255))
    privacy_policy = db.Column(db.String(255))
    show_workflow_steps = db.Column(db.Boolean, nullable=False, server_default=db.text("true"))
    use_icon_as_answer_icon = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    _custom_disclaimer: Mapped[str] = mapped_column("custom_disclaimer", sa.TEXT, default="")
    customize_domain = db.Column(db.String(255))
    customize_token_strategy = db.Column(db.String(255), nullable=False)
    prompt_public = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
    created_by = db.Column(StringUUID, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    updated_by = db.Column(StringUUID, nullable=True)
    updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
    code = db.Column(db.String(255))

    @property
    def custom_disclaimer(self):
        return self._custom_disclaimer

    @custom_disclaimer.setter
    def custom_disclaimer(self, value: str):
        if len(value) > 512:
            raise ValueError("Custom disclaimer cannot exceed 512 characters.")
        self._custom_disclaimer = value

    @staticmethod
    def generate_code(n):
        while True:
            result = generate_string(n)
            while db.session.query(Site).filter(Site.code == result).count() > 0:
                result = generate_string(n)

            return result

    @property
    def app_base_url(self):
        return dify_config.APP_WEB_URL or request.url_root.rstrip("/")


class ApiToken(db.Model):
    __tablename__ = "api_tokens"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="api_token_pkey"),
        db.Index("api_token_app_id_type_idx", "app_id", "type"),
        db.Index("api_token_token_idx", "token", "type"),
        db.Index("api_token_tenant_idx", "tenant_id", "type"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=True)
    tenant_id = db.Column(StringUUID, nullable=True)
    type = db.Column(db.String(16), nullable=False)
    token = db.Column(db.String(255), nullable=False)
    last_used_at = db.Column(db.DateTime, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))

    @staticmethod
    def generate_api_key(prefix, n):
        while True:
            result = prefix + generate_string(n)
            while db.session.query(ApiToken).filter(ApiToken.token == result).count() > 0:
                result = prefix + generate_string(n)

            return result


class UploadFile(db.Model):
    __tablename__ = "upload_files"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="upload_file_pkey"),
        db.Index("upload_file_tenant_idx", "tenant_id"),
    )

    id: Mapped[str] = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id: Mapped[str] = db.Column(StringUUID, nullable=False)
    storage_type: Mapped[str] = db.Column(db.String(255), nullable=False)
    key: Mapped[str] = db.Column(db.String(255), nullable=False)
    name: Mapped[str] = db.Column(db.String(255), nullable=False)
    size: Mapped[int] = db.Column(db.Integer, nullable=False)
    extension: Mapped[str] = db.Column(db.String(255), nullable=False)
    mime_type: Mapped[str] = db.Column(db.String(255), nullable=True)
    created_by_role: Mapped[str] = db.Column(
        db.String(255), nullable=False, server_default=db.text("'account'::character varying")
    )
    created_by: Mapped[str] = db.Column(StringUUID, nullable=False)
    created_at: Mapped[datetime] = db.Column(
        db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)")
    )
    used: Mapped[bool] = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
    used_by: Mapped[str | None] = db.Column(StringUUID, nullable=True)
    used_at: Mapped[datetime | None] = db.Column(db.DateTime, nullable=True)
    hash: Mapped[str | None] = db.Column(db.String(255), nullable=True)
    source_url: Mapped[str] = mapped_column(sa.TEXT, default="")

    def __init__(
        self,
        *,
        tenant_id: str,
        storage_type: str,
        key: str,
        name: str,
        size: int,
        extension: str,
        mime_type: str,
        created_by_role: CreatedByRole,
        created_by: str,
        created_at: datetime,
        used: bool,
        used_by: str | None = None,
        used_at: datetime | None = None,
        hash: str | None = None,
        source_url: str = "",
    ):
        self.tenant_id = tenant_id
        self.storage_type = storage_type
        self.key = key
        self.name = name
        self.size = size
        self.extension = extension
        self.mime_type = mime_type
        self.created_by_role = created_by_role.value
        self.created_by = created_by
        self.created_at = created_at
        self.used = used
        self.used_by = used_by
        self.used_at = used_at
        self.hash = hash
        self.source_url = source_url


class ApiRequest(db.Model):
    __tablename__ = "api_requests"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="api_request_pkey"),
        db.Index("api_request_token_idx", "tenant_id", "api_token_id"),
    )

    id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
    tenant_id = db.Column(StringUUID, nullable=False)
    api_token_id = db.Column(StringUUID, nullable=False)
    path = db.Column(db.String(255), nullable=False)
    request = db.Column(db.Text, nullable=True)
    response = db.Column(db.Text, nullable=True)
    ip = db.Column(db.String(255), nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))


class MessageChain(db.Model):
    __tablename__ = "message_chains"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="message_chain_pkey"),
        db.Index("message_chain_message_id_idx", "message_id"),
    )

    id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
    message_id = db.Column(StringUUID, nullable=False)
    type = db.Column(db.String(255), nullable=False)
    input = db.Column(db.Text, nullable=True)
    output = db.Column(db.Text, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())


class MessageAgentThought(db.Model):
    __tablename__ = "message_agent_thoughts"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="message_agent_thought_pkey"),
        db.Index("message_agent_thought_message_id_idx", "message_id"),
        db.Index("message_agent_thought_message_chain_id_idx", "message_chain_id"),
    )

    id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
    message_id = db.Column(StringUUID, nullable=False)
    message_chain_id = db.Column(StringUUID, nullable=True)
    position = db.Column(db.Integer, nullable=False)
    thought = db.Column(db.Text, nullable=True)
    tool = db.Column(db.Text, nullable=True)
    tool_labels_str = db.Column(db.Text, nullable=False, server_default=db.text("'{}'::text"))
    tool_meta_str = db.Column(db.Text, nullable=False, server_default=db.text("'{}'::text"))
    tool_input = db.Column(db.Text, nullable=True)
    observation = db.Column(db.Text, nullable=True)
    # plugin_id = db.Column(StringUUID, nullable=True)  ## for future design
    tool_process_data = db.Column(db.Text, nullable=True)
    message = db.Column(db.Text, nullable=True)
    message_token = db.Column(db.Integer, nullable=True)
    message_unit_price = db.Column(db.Numeric, nullable=True)
    message_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
    message_files = db.Column(db.Text, nullable=True)
    answer = db.Column(db.Text, nullable=True)
    answer_token = db.Column(db.Integer, nullable=True)
    answer_unit_price = db.Column(db.Numeric, nullable=True)
    answer_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
    tokens = db.Column(db.Integer, nullable=True)
    total_price = db.Column(db.Numeric, nullable=True)
    currency = db.Column(db.String, nullable=True)
    latency = db.Column(db.Float, nullable=True)
    created_by_role = db.Column(db.String, nullable=False)
    created_by = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())

    @property
    def files(self) -> list:
        if self.message_files:
            return json.loads(self.message_files)
        else:
            return []

    @property
    def tools(self) -> list[str]:
        return self.tool.split(";") if self.tool else []

    @property
    def tool_labels(self) -> dict:
        try:
            if self.tool_labels_str:
                return json.loads(self.tool_labels_str)
            else:
                return {}
        except Exception as e:
            return {}

    @property
    def tool_meta(self) -> dict:
        try:
            if self.tool_meta_str:
                return json.loads(self.tool_meta_str)
            else:
                return {}
        except Exception as e:
            return {}

    @property
    def tool_inputs_dict(self) -> dict:
        tools = self.tools
        try:
            if self.tool_input:
                data = json.loads(self.tool_input)
                result = {}
                for tool in tools:
                    if tool in data:
                        result[tool] = data[tool]
                    else:
                        if len(tools) == 1:
                            result[tool] = data
                        else:
                            result[tool] = {}
                return result
            else:
                return {tool: {} for tool in tools}
        except Exception as e:
            return {}

    @property
    def tool_outputs_dict(self) -> dict:
        tools = self.tools
        try:
            if self.observation:
                data = json.loads(self.observation)
                result = {}
                for tool in tools:
                    if tool in data:
                        result[tool] = data[tool]
                    else:
                        if len(tools) == 1:
                            result[tool] = data
                        else:
                            result[tool] = {}
                return result
            else:
                return {tool: {} for tool in tools}
        except Exception as e:
            if self.observation:
                return dict.fromkeys(tools, self.observation)


class DatasetRetrieverResource(db.Model):
    __tablename__ = "dataset_retriever_resources"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="dataset_retriever_resource_pkey"),
        db.Index("dataset_retriever_resource_message_id_idx", "message_id"),
    )

    id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
    message_id = db.Column(StringUUID, nullable=False)
    position = db.Column(db.Integer, nullable=False)
    dataset_id = db.Column(StringUUID, nullable=False)
    dataset_name = db.Column(db.Text, nullable=False)
    document_id = db.Column(StringUUID, nullable=True)
    document_name = db.Column(db.Text, nullable=False)
    data_source_type = db.Column(db.Text, nullable=True)
    segment_id = db.Column(StringUUID, nullable=True)
    score = db.Column(db.Float, nullable=True)
    content = db.Column(db.Text, nullable=False)
    hit_count = db.Column(db.Integer, nullable=True)
    word_count = db.Column(db.Integer, nullable=True)
    segment_position = db.Column(db.Integer, nullable=True)
    index_node_hash = db.Column(db.Text, nullable=True)
    retriever_from = db.Column(db.Text, nullable=False)
    created_by = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())


class Tag(db.Model):
    __tablename__ = "tags"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="tag_pkey"),
        db.Index("tag_type_idx", "type"),
        db.Index("tag_name_idx", "name"),
    )

    TAG_TYPE_LIST = ["knowledge", "app"]

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id = db.Column(StringUUID, nullable=True)
    type = db.Column(db.String(16), nullable=False)
    name = db.Column(db.String(255), nullable=False)
    created_by = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))


class TagBinding(db.Model):
    __tablename__ = "tag_bindings"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="tag_binding_pkey"),
        db.Index("tag_bind_target_id_idx", "target_id"),
        db.Index("tag_bind_tag_id_idx", "tag_id"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    tenant_id = db.Column(StringUUID, nullable=True)
    tag_id = db.Column(StringUUID, nullable=True)
    target_id = db.Column(StringUUID, nullable=True)
    created_by = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))


class TraceAppConfig(db.Model):
    __tablename__ = "trace_app_config"
    __table_args__ = (
        db.PrimaryKeyConstraint("id", name="tracing_app_config_pkey"),
        db.Index("trace_app_config_app_id_idx", "app_id"),
    )

    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
    app_id = db.Column(StringUUID, nullable=False)
    tracing_provider = db.Column(db.String(255), nullable=True)
    tracing_config = db.Column(db.JSON, nullable=True)
    created_at = db.Column(db.DateTime, nullable=False, server_default=func.now())
    updated_at = db.Column(db.DateTime, nullable=False, server_default=func.now(), onupdate=func.now())
    is_active = db.Column(db.Boolean, nullable=False, server_default=db.text("true"))

    @property
    def tracing_config_dict(self):
        return self.tracing_config or {}

    @property
    def tracing_config_str(self):
        return json.dumps(self.tracing_config_dict)

    def to_dict(self):
        return {
            "id": self.id,
            "app_id": self.app_id,
            "tracing_provider": self.tracing_provider,
            "tracing_config": self.tracing_config_dict,
            "is_active": self.is_active,
            "created_at": str(self.created_at) if self.created_at else None,
            "updated_at": str(self.updated_at) if self.updated_at else None,
        }