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			1415 lines
		
	
	
		
			58 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			1415 lines
		
	
	
		
			58 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| import json
 | |
| import re
 | |
| import uuid
 | |
| from enum import Enum
 | |
| from typing import Optional
 | |
| 
 | |
| from flask import request
 | |
| from flask_login import UserMixin
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| from sqlalchemy import Float, func, text
 | |
| 
 | |
| from configs import dify_config
 | |
| 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
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| 
 | |
| from . import StringUUID
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| from .account import Account, Tenant
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| 
 | |
| 
 | |
| class DifySetup(db.Model):
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|     __tablename__ = 'dify_setups'
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|     __table_args__ = (
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|         db.PrimaryKeyConstraint('version', name='dify_setup_pkey'),
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|     )
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| 
 | |
|     version = db.Column(db.String(255), nullable=False)
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|     setup_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
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| 
 | |
| 
 | |
| class AppMode(Enum):
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|     COMPLETION = 'completion'
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|     WORKFLOW = 'workflow'
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|     CHAT = 'chat'
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|     ADVANCED_CHAT = 'advanced-chat'
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|     AGENT_CHAT = 'agent-chat'
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|     CHANNEL = 'channel'
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| 
 | |
|     @classmethod
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|     def value_of(cls, value: str) -> 'AppMode':
 | |
|         """
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|         Get value of given mode.
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| 
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|         :param value: mode value
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|         :return: mode
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|         """
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|         for mode in cls:
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|             if mode.value == value:
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|                 return mode
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|         raise ValueError(f'invalid mode value {value}')
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| 
 | |
| 
 | |
| class App(db.Model):
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|     __tablename__ = 'apps'
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|     __table_args__ = (
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|         db.PrimaryKeyConstraint('id', name='app_pkey'),
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|         db.Index('app_tenant_id_idx', 'tenant_id')
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|     )
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| 
 | |
|     id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()'))
 | |
|     tenant_id = db.Column(StringUUID, nullable=False)
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|     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)
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|     workflow_id = db.Column(StringUUID, nullable=True)
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|     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)
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|     max_active_requests = db.Column(db.Integer, nullable=True)
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|     created_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
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|     updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
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| 
 | |
|     @property
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|     def desc_or_prompt(self):
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|         if self.description:
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|             return self.description
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|         else:
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|             app_model_config = self.app_model_config
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|             if app_model_config:
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|                 return app_model_config.pre_prompt
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|             else:
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|                 return ''
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| 
 | |
|     @property
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|     def site(self):
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|         site = db.session.query(Site).filter(Site.app_id == self.id).first()
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|         return site
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| 
 | |
|     @property
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|     def app_model_config(self) -> Optional['AppModelConfig']:
 | |
|         if self.app_model_config_id:
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|             return db.session.query(AppModelConfig).filter(AppModelConfig.id == self.app_model_config_id).first()
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| 
 | |
|         return None
 | |
| 
 | |
|     @property
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|     def workflow(self) -> Optional['Workflow']:
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|         if self.workflow_id:
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|             from .workflow import Workflow
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|             return db.session.query(Workflow).filter(Workflow.id == self.workflow_id).first()
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| 
 | |
|         return None
 | |
| 
 | |
|     @property
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|     def api_base_url(self):
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|         return (dify_config.SERVICE_API_URL if dify_config.SERVICE_API_URL
 | |
|                 else request.host_url.rstrip('/')) + '/v1'
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| 
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|     @property
 | |
|     def tenant(self):
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|         tenant = db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first()
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|         return tenant
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| 
 | |
|     @property
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|     def is_agent(self) -> bool:
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|         app_model_config = self.app_model_config
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|         if not app_model_config:
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|             return False
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|         if not app_model_config.agent_mode:
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|             return False
 | |
|         if self.app_model_config.agent_mode_dict.get('enabled', False) \
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|                 and self.app_model_config.agent_mode_dict.get('strategy', '') in ['function_call', 'react']:
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|             self.mode = AppMode.AGENT_CHAT.value
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|             db.session.commit()
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|             return True
 | |
|         return False
 | |
| 
 | |
|     @property
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|     def mode_compatible_with_agent(self) -> str:
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|         if self.mode == AppMode.CHAT.value and self.is_agent:
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|             return AppMode.AGENT_CHAT.value
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| 
 | |
|         return self.mode
 | |
| 
 | |
|     @property
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|     def deleted_tools(self) -> list:
 | |
|         # get agent mode tools
 | |
|         app_model_config = self.app_model_config
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|         if not app_model_config:
 | |
|             return []
 | |
|         if not app_model_config.agent_mode:
 | |
|             return []
 | |
|         agent_mode = app_model_config.agent_mode_dict
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|         tools = agent_mode.get('tools', [])
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| 
 | |
|         provider_ids = []
 | |
| 
 | |
|         for tool in tools:
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|             keys = list(tool.keys())
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|             if len(keys) >= 4:
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|                 provider_type = tool.get('provider_type', '')
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|                 provider_id = tool.get('provider_id', '')
 | |
|                 if provider_type == 'api':
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|                     # check if provider id is a uuid string, if not, skip
 | |
|                     try:
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|                         uuid.UUID(provider_id)
 | |
|                     except Exception:
 | |
|                         continue
 | |
|                     provider_ids.append(provider_id)
 | |
| 
 | |
|         if not provider_ids:
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|             return []
 | |
| 
 | |
|         api_providers = db.session.execute(
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|             text('SELECT id FROM tool_api_providers WHERE id IN :provider_ids'),
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|             {'provider_ids': tuple(provider_ids)}
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|         ).fetchall()
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| 
 | |
|         deleted_tools = []
 | |
|         current_api_provider_ids = [str(api_provider.id) for api_provider in api_providers]
 | |
| 
 | |
|         for tool in tools:
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|             keys = list(tool.keys())
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|             if len(keys) >= 4:
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|                 provider_type = tool.get('provider_type', '')
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|                 provider_id = tool.get('provider_id', '')
 | |
|                 if provider_type == 'api' and provider_id not in current_api_provider_ids:
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|                     deleted_tools.append(tool['tool_name'])
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| 
 | |
|         return deleted_tools
 | |
| 
 | |
|     @property
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|     def tags(self):
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|         tags = db.session.query(Tag).join(
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|             TagBinding,
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|             Tag.id == TagBinding.tag_id
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|         ).filter(
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|             TagBinding.target_id == self.id,
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|             TagBinding.tenant_id == self.tenant_id,
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|             Tag.tenant_id == self.tenant_id,
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|             Tag.type == 'app'
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|         ).all()
 | |
| 
 | |
|         return tags if tags else []
 | |
| 
 | |
| 
 | |
| class AppModelConfig(db.Model):
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|     __tablename__ = 'app_model_configs'
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|     __table_args__ = (
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|         db.PrimaryKeyConstraint('id', name='app_model_config_pkey'),
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|         db.Index('app_app_id_idx', 'app_id')
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|     )
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| 
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|     id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()'))
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|     app_id = db.Column(StringUUID, nullable=False)
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|     provider = db.Column(db.String(255), nullable=True)
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|     model_id = db.Column(db.String(255), nullable=True)
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|     configs = db.Column(db.JSON, nullable=True)
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|     created_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
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|     updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
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|     opening_statement = db.Column(db.Text)
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|     suggested_questions = db.Column(db.Text)
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|     suggested_questions_after_answer = db.Column(db.Text)
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|     speech_to_text = db.Column(db.Text)
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|     text_to_speech = db.Column(db.Text)
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|     more_like_this = db.Column(db.Text)
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|     model = db.Column(db.Text)
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|     user_input_form = db.Column(db.Text)
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|     dataset_query_variable = db.Column(db.String(255))
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|     pre_prompt = db.Column(db.Text)
 | |
|     agent_mode = db.Column(db.Text)
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|     sensitive_word_avoidance = db.Column(db.Text)
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|     retriever_resource = db.Column(db.Text)
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|     prompt_type = db.Column(db.String(255), nullable=False, server_default=db.text("'simple'::character varying"))
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|     chat_prompt_config = db.Column(db.Text)
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|     completion_prompt_config = db.Column(db.Text)
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|     dataset_configs = db.Column(db.Text)
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|     external_data_tools = db.Column(db.Text)
 | |
|     file_upload = db.Column(db.Text)
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| 
 | |
|     @property
 | |
|     def app(self):
 | |
|         app = db.session.query(App).filter(App.id == self.app_id).first()
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|         return app
 | |
| 
 | |
|     @property
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|     def model_dict(self) -> dict:
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|         return json.loads(self.model) if self.model else None
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| 
 | |
|     @property
 | |
|     def suggested_questions_list(self) -> list:
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|         return json.loads(self.suggested_questions) if self.suggested_questions else []
 | |
| 
 | |
|     @property
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|     def suggested_questions_after_answer_dict(self) -> dict:
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|         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:
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|         return json.loads(self.speech_to_text) if self.speech_to_text \
 | |
|             else {"enabled": False}
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| 
 | |
|     @property
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|     def text_to_speech_dict(self) -> dict:
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|         return json.loads(self.text_to_speech) if self.text_to_speech \
 | |
|             else {"enabled": False}
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| 
 | |
|     @property
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|     def retriever_resource_dict(self) -> dict:
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|         return json.loads(self.retriever_resource) if self.retriever_resource \
 | |
|             else {"enabled": True}
 | |
| 
 | |
|     @property
 | |
|     def annotation_reply_dict(self) -> dict:
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|         annotation_setting = db.session.query(AppAnnotationSetting).filter(
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|             AppAnnotationSetting.app_id == self.app_id).first()
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|         if annotation_setting:
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|             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 (
 | |
|             dify_config.APP_WEB_URL if  dify_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,
 | |
|         }
 | 
