dify/api/models/model.py

import json
import re
import uuid
from enum import Enum
from typing import Optional

from flask import current_app, request
from flask_login import UserMixin
from sqlalchemy import Float, func, text

from core.file.tool_file_parser import ToolFileParser
from core.file.upload_file_parser import UploadFileParser
from extensions.ext_database import db
from libs.helper import generate_string

from . import StringUUID
from .account import Account, Tenant


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(Enum):
    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 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 = 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 = 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_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 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) -> Optional['AppModelConfig']:
        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 (current_app.config['SERVICE_API_URL'] if current_app.config['SERVICE_API_URL']
                else 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 if tags else []


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_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)'))
    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 None

    @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': 'single'}

    @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: dict):
        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 = db.Column(db.String(255), nullable=True)
    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 = db.Column(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)
    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 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()

                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 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')
    )

    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 = db.Column(db.JSON)
    query = 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 = 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'))
    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 = 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)
    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 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
                )
            else:
                # get upload file id
                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 = UploadFileParser.get_signed_temp_image_url(upload_file_id)

            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):
        return db.session.query(MessageFile).filter(MessageFile.message_id == self.id).all()

    @property
    def files(self):
        message_files = self.message_files

        files = []
        for message_file in message_files:
            url = message_file.url
            if message_file.type == 'image':
                if message_file.transfer_method == 'local_file':
                    upload_file = (db.session.query(UploadFile)
                                   .filter(
                        UploadFile.id == message_file.upload_file_id
                    ).first())

                    url = UploadFileParser.get_image_data(
                        upload_file=upload_file,
                        force_url=True
                    )
                if message_file.transfer_method == 'tool_file':
                    # get tool file id
                    tool_file_id = message_file.url.split('/')[-1]
                    # trim extension
                    tool_file_id = tool_file_id.split('.')[0]

                    # get extension
                    if '.' in message_file.url:
                        extension = f'.{message_file.url.split(".")[-1]}'
                        if len(extension) > 10:
                            extension = '.bin'
                    else:
                        extension = '.bin'
                    # add sign url
                    url = ToolFileParser.get_tool_file_manager().sign_file(tool_file_id=tool_file_id, extension=extension)

            files.append({
                'id': message_file.id,
                'type': message_file.type,
                'url': url,
                'belongs_to': message_file.belongs_to if message_file.belongs_to else 'user'
            })

        return files

    @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')
    )

    id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()'))
    message_id = db.Column(StringUUID, nullable=False)
    type = db.Column(db.String(255), nullable=False)
    transfer_method = db.Column(db.String(255), nullable=False)
    url = db.Column(db.Text, nullable=True)
    belongs_to = db.Column(db.String(255), nullable=True)
    upload_file_id = db.Column(StringUUID, nullable=True)
    created_by_role = 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 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 = 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'))
    custom_disclaimer = db.Column(db.String(255), nullable=True)
    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_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)'))
    code = db.Column(db.String(255))

    @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 (
            current_app.config['APP_WEB_URL'] if current_app.config['APP_WEB_URL'] else request.host_url.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 = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()'))
    tenant_id = db.Column(StringUUID, nullable=False)
    storage_type = db.Column(db.String(255), nullable=False)
    key = db.Column(db.String(255), nullable=False)
    name = db.Column(db.String(255), nullable=False)
    size = db.Column(db.Integer, nullable=False)
    extension = db.Column(db.String(255), nullable=False)
    mime_type = db.Column(db.String(255), nullable=True)
    created_by_role = db.Column(db.String(255), nullable=False, server_default=db.text("'account'::character varying"))
    created_by = db.Column(StringUUID, nullable=False)
    created_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
    used = db.Column(db.Boolean, nullable=False, server_default=db.text('false'))
    used_by = db.Column(StringUUID, nullable=True)
    used_at = db.Column(db.DateTime, nullable=True)
    hash = db.Column(db.String(255), nullable=True)


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 {
                    tool: self.observation for tool in tools
                }


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=False)
    document_name = db.Column(db.Text, nullable=False)
    data_source_type = db.Column(db.Text, nullable=False)
    segment_id = db.Column(StringUUID, nullable=False)
    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('tracing_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 if self.tracing_config else {}

    @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": self.created_at.__str__() if self.created_at else None,
            'updated_at': self.updated_at.__str__() if self.updated_at else None,
        }