from typing import Optional, Union from sqlalchemy import or_ from core.app.entities.app_invoke_entities import InvokeFrom from core.llm_generator.llm_generator import LLMGenerator from extensions.ext_database import db from libs.infinite_scroll_pagination import InfiniteScrollPagination from models.account import Account from models.model import App, Conversation, EndUser, Message from services.errors.conversation import ConversationNotExistsError, LastConversationNotExistsError from services.errors.message import MessageNotExistsError class ConversationService: @classmethod def pagination_by_last_id(cls, app_model: App, user: Optional[Union[Account, EndUser]], last_id: Optional[str], limit: int, invoke_from: InvokeFrom, include_ids: Optional[list] = None, exclude_ids: Optional[list] = None) -> InfiniteScrollPagination: if not user: return InfiniteScrollPagination(data=[], limit=limit, has_more=False) base_query = db.session.query(Conversation).filter( Conversation.is_deleted == False, Conversation.app_id == app_model.id, Conversation.from_source == ('api' if isinstance(user, EndUser) else 'console'), Conversation.from_end_user_id == (user.id if isinstance(user, EndUser) else None), Conversation.from_account_id == (user.id if isinstance(user, Account) else None), or_(Conversation.invoke_from.is_(None), Conversation.invoke_from == invoke_from.value) ) if include_ids is not None: base_query = base_query.filter(Conversation.id.in_(include_ids)) if exclude_ids is not None: base_query = base_query.filter(~Conversation.id.in_(exclude_ids)) if last_id: last_conversation = base_query.filter( Conversation.id == last_id, ).first() if not last_conversation: raise LastConversationNotExistsError() conversations = base_query.filter( Conversation.created_at < last_conversation.created_at, Conversation.id != last_conversation.id ).order_by(Conversation.created_at.desc()).limit(limit).all() else: conversations = base_query.order_by(Conversation.created_at.desc()).limit(limit).all() has_more = False if len(conversations) == limit: current_page_first_conversation = conversations[-1] rest_count = base_query.filter( Conversation.created_at < current_page_first_conversation.created_at, Conversation.id != current_page_first_conversation.id ).count() if rest_count > 0: has_more = True return InfiniteScrollPagination( data=conversations, limit=limit, has_more=has_more ) @classmethod def rename(cls, app_model: App, conversation_id: str, user: Optional[Union[Account, EndUser]], name: str, auto_generate: bool): conversation = cls.get_conversation(app_model, conversation_id, user) if auto_generate: return cls.auto_generate_name(app_model, conversation) else: conversation.name = name db.session.commit() return conversation @classmethod def auto_generate_name(cls, app_model: App, conversation: Conversation): # get conversation first message message = db.session.query(Message) \ .filter( Message.app_id == app_model.id, Message.conversation_id == conversation.id ).order_by(Message.created_at.asc()).first() if not message: raise MessageNotExistsError() # generate conversation name try: name = LLMGenerator.generate_conversation_name( app_model.tenant_id, message.query, conversation.id, app_model.id ) conversation.name = name except: pass db.session.commit() return conversation @classmethod def get_conversation(cls, app_model: App, conversation_id: str, user: Optional[Union[Account, EndUser]]): conversation = db.session.query(Conversation) \ .filter( Conversation.id == conversation_id, Conversation.app_id == app_model.id, Conversation.from_source == ('api' if isinstance(user, EndUser) else 'console'), Conversation.from_end_user_id == (user.id if isinstance(user, EndUser) else None), Conversation.from_account_id == (user.id if isinstance(user, Account) else None), Conversation.is_deleted == False ).first() if not conversation: raise ConversationNotExistsError() return conversation @classmethod def delete(cls, app_model: App, conversation_id: str, user: Optional[Union[Account, EndUser]]): conversation = cls.get_conversation(app_model, conversation_id, user) conversation.is_deleted = True db.session.commit()