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			249 lines
		
	
	
		
			9.3 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			249 lines
		
	
	
		
			9.3 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| import json
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| from typing import Optional, Union
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| 
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| from core.generator.llm_generator import LLMGenerator
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| from core.memory.token_buffer_memory import TokenBufferMemory
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| from core.model_manager import ModelManager
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| from core.model_runtime.entities.model_entities import ModelType
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| from extensions.ext_database import db
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| from libs.infinite_scroll_pagination import InfiniteScrollPagination
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| from models.account import Account
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| from models.model import App, AppModelConfig, EndUser, Message, MessageFeedback
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| from services.conversation_service import ConversationService
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| from services.errors.app_model_config import AppModelConfigBrokenError
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| from services.errors.conversation import ConversationCompletedError, ConversationNotExistsError
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| from services.errors.message import (
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|     FirstMessageNotExistsError,
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|     LastMessageNotExistsError,
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|     MessageNotExistsError,
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|     SuggestedQuestionsAfterAnswerDisabledError,
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| )
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| 
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| 
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| class MessageService:
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|     @classmethod
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|     def pagination_by_first_id(cls, app_model: App, user: Optional[Union[Account, EndUser]],
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|                                conversation_id: str, first_id: Optional[str], limit: int) -> InfiniteScrollPagination:
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|         if not user:
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|             return InfiniteScrollPagination(data=[], limit=limit, has_more=False)
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| 
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|         if not conversation_id:
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|             return InfiniteScrollPagination(data=[], limit=limit, has_more=False)
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| 
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|         conversation = ConversationService.get_conversation(
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|             app_model=app_model,
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|             user=user,
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|             conversation_id=conversation_id
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|         )
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| 
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|         if first_id:
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|             first_message = db.session.query(Message) \
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|                 .filter(Message.conversation_id == conversation.id, Message.id == first_id).first()
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| 
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|             if not first_message:
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|                 raise FirstMessageNotExistsError()
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| 
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|             history_messages = db.session.query(Message).filter(
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|                 Message.conversation_id == conversation.id,
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|                 Message.created_at < first_message.created_at,
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|                 Message.id != first_message.id
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|             ) \
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|                 .order_by(Message.created_at.desc()).limit(limit).all()
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|         else:
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|             history_messages = db.session.query(Message).filter(Message.conversation_id == conversation.id) \
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|                 .order_by(Message.created_at.desc()).limit(limit).all()
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| 
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|         has_more = False
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|         if len(history_messages) == limit:
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|             current_page_first_message = history_messages[-1]
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|             rest_count = db.session.query(Message).filter(
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|                 Message.conversation_id == conversation.id,
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|                 Message.created_at < current_page_first_message.created_at,
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|                 Message.id != current_page_first_message.id
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|             ).count()
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| 
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|             if rest_count > 0:
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|                 has_more = True
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| 
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|         history_messages = list(reversed(history_messages))
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| 
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|         return InfiniteScrollPagination(
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|             data=history_messages,
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|             limit=limit,
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|             has_more=has_more
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|         )
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| 
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|     @classmethod
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|     def pagination_by_last_id(cls, app_model: App, user: Optional[Union[Account, EndUser]],
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|                               last_id: Optional[str], limit: int, conversation_id: Optional[str] = None,
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|                               include_ids: Optional[list] = None) -> InfiniteScrollPagination:
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|         if not user:
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|             return InfiniteScrollPagination(data=[], limit=limit, has_more=False)
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| 
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|         base_query = db.session.query(Message)
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| 
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|         if conversation_id is not None:
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|             conversation = ConversationService.get_conversation(
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|                 app_model=app_model,
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|                 user=user,
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|                 conversation_id=conversation_id
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|             )
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| 
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|             base_query = base_query.filter(Message.conversation_id == conversation.id)
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| 
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|         if include_ids is not None:
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|             base_query = base_query.filter(Message.id.in_(include_ids))
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| 
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|         if last_id:
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|             last_message = base_query.filter(Message.id == last_id).first()
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| 
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|             if not last_message:
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|                 raise LastMessageNotExistsError()
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| 
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|             history_messages = base_query.filter(
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|                 Message.created_at < last_message.created_at,
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|                 Message.id != last_message.id
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|             ).order_by(Message.created_at.desc()).limit(limit).all()
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|         else:
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|             history_messages = base_query.order_by(Message.created_at.desc()).limit(limit).all()
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| 
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|         has_more = False
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|         if len(history_messages) == limit:
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|             current_page_first_message = history_messages[-1]
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|             rest_count = base_query.filter(
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|                 Message.created_at < current_page_first_message.created_at,
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|                 Message.id != current_page_first_message.id
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|             ).count()
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| 
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|             if rest_count > 0:
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|                 has_more = True
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| 
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|         return InfiniteScrollPagination(
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|             data=history_messages,
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|             limit=limit,
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|             has_more=has_more
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|         )
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| 
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|     @classmethod
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|     def create_feedback(cls, app_model: App, message_id: str, user: Optional[Union[Account, EndUser]],
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|                         rating: Optional[str]) -> MessageFeedback:
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|         if not user:
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|             raise ValueError('user cannot be None')
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| 
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|         message = cls.get_message(
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|             app_model=app_model,
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|             user=user,
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|             message_id=message_id
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|         )
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| 
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|         feedback = message.user_feedback if isinstance(user, EndUser) else message.admin_feedback
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| 
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|         if not rating and feedback:
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|             db.session.delete(feedback)
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|         elif rating and feedback:
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|             feedback.rating = rating
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|         elif not rating and not feedback:
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|             raise ValueError('rating cannot be None when feedback not exists')
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|         else:
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|             feedback = MessageFeedback(
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|                 app_id=app_model.id,
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|                 conversation_id=message.conversation_id,
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|                 message_id=message.id,
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|                 rating=rating,
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|                 from_source=('user' if isinstance(user, EndUser) else 'admin'),
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|                 from_end_user_id=(user.id if isinstance(user, EndUser) else None),
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|                 from_account_id=(user.id if isinstance(user, Account) else None),
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|             )
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|             db.session.add(feedback)
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| 
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|         db.session.commit()
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| 
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|         return feedback
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| 
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|     @classmethod
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|     def get_message(cls, app_model: App, user: Optional[Union[Account, EndUser]], message_id: str):
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|         message = db.session.query(Message).filter(
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|             Message.id == message_id,
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|             Message.app_id == app_model.id,
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|             Message.from_source == ('api' if isinstance(user, EndUser) else 'console'),
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|             Message.from_end_user_id == (user.id if isinstance(user, EndUser) else None),
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|             Message.from_account_id == (user.id if isinstance(user, Account) else None),
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|         ).first()
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| 
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|         if not message:
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|             raise MessageNotExistsError()
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| 
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|         return message
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| 
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|     @classmethod
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|     def get_suggested_questions_after_answer(cls, app_model: App, user: Optional[Union[Account, EndUser]],
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|                                              message_id: str, check_enabled: bool = True) -> list[Message]:
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|         if not user:
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|             raise ValueError('user cannot be None')
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| 
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|         message = cls.get_message(
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|             app_model=app_model,
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|             user=user,
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|             message_id=message_id
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|         )
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| 
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|         conversation = ConversationService.get_conversation(
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|             app_model=app_model,
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|             conversation_id=message.conversation_id,
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|             user=user
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|         )
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| 
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|         if not conversation:
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|             raise ConversationNotExistsError()
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| 
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|         if conversation.status != 'normal':
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|             raise ConversationCompletedError()
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| 
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|         if not conversation.override_model_configs:
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|             app_model_config = db.session.query(AppModelConfig).filter(
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|                 AppModelConfig.id == conversation.app_model_config_id,
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|                 AppModelConfig.app_id == app_model.id
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|             ).first()
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| 
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|             if not app_model_config:
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|                 raise AppModelConfigBrokenError()
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|         else:
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|             conversation_override_model_configs = json.loads(conversation.override_model_configs)
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|             app_model_config = AppModelConfig(
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|                 id=conversation.app_model_config_id,
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|                 app_id=app_model.id,
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|             )
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| 
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|             app_model_config = app_model_config.from_model_config_dict(conversation_override_model_configs)
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| 
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|         suggested_questions_after_answer = app_model_config.suggested_questions_after_answer_dict
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| 
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|         if check_enabled and suggested_questions_after_answer.get("enabled", False) is False:
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|             raise SuggestedQuestionsAfterAnswerDisabledError()
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| 
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|         # get memory of conversation (read-only)
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|         model_manager = ModelManager()
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|         model_instance = model_manager.get_model_instance(
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|             tenant_id=app_model.tenant_id,
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|             provider=app_model_config.model_dict['provider'],
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|             model_type=ModelType.LLM,
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|             model=app_model_config.model_dict['name']
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|         )
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| 
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|         memory = TokenBufferMemory(
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|             conversation=conversation,
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|             model_instance=model_instance
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|         )
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| 
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|         histories = memory.get_history_prompt_text(
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|             max_token_limit=3000,
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|             message_limit=3,
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|         )
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| 
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|         questions = LLMGenerator.generate_suggested_questions_after_answer(
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|             tenant_id=app_model.tenant_id,
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|             histories=histories
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|         )
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| 
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|         return questions
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