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