from collections.abc import Generator from typing import Any, Union from core.app.apps.advanced_chat.app_generator import AdvancedChatAppGenerator from core.app.apps.agent_chat.app_generator import AgentChatAppGenerator from core.app.apps.chat.app_generator import ChatAppGenerator from core.app.apps.completion.app_generator import CompletionAppGenerator from core.app.apps.workflow.app_generator import WorkflowAppGenerator from core.app.entities.app_invoke_entities import InvokeFrom from models.model import Account, App, AppMode, EndUser from services.workflow_service import WorkflowService class AppGenerateService: @classmethod def generate(cls, app_model: App, user: Union[Account, EndUser], args: Any, invoke_from: InvokeFrom, streaming: bool = True, ) -> Union[dict, Generator[dict, None, None]]: """ App Content Generate :param app_model: app model :param user: user :param args: args :param invoke_from: invoke from :param streaming: streaming :return: """ if app_model.mode == AppMode.COMPLETION.value: return CompletionAppGenerator().generate( app_model=app_model, user=user, args=args, invoke_from=invoke_from, stream=streaming ) elif app_model.mode == AppMode.AGENT_CHAT.value or app_model.is_agent: return AgentChatAppGenerator().generate( app_model=app_model, user=user, args=args, invoke_from=invoke_from, stream=streaming ) elif app_model.mode == AppMode.CHAT.value: return ChatAppGenerator().generate( app_model=app_model, user=user, args=args, invoke_from=invoke_from, stream=streaming ) elif app_model.mode == AppMode.ADVANCED_CHAT.value: workflow = cls._get_workflow(app_model, invoke_from) return AdvancedChatAppGenerator().generate( app_model=app_model, workflow=workflow, user=user, args=args, invoke_from=invoke_from, stream=streaming ) elif app_model.mode == AppMode.WORKFLOW.value: workflow = cls._get_workflow(app_model, invoke_from) return WorkflowAppGenerator().generate( app_model=app_model, workflow=workflow, user=user, args=args, invoke_from=invoke_from, stream=streaming ) else: raise ValueError(f'Invalid app mode {app_model.mode}') @classmethod def generate_single_iteration(cls, app_model: App, user: Union[Account, EndUser], node_id: str, args: Any, streaming: bool = True): if app_model.mode == AppMode.ADVANCED_CHAT.value: workflow = cls._get_workflow(app_model, InvokeFrom.DEBUGGER) return AdvancedChatAppGenerator().single_iteration_generate( app_model=app_model, workflow=workflow, node_id=node_id, user=user, args=args, stream=streaming ) elif app_model.mode == AppMode.WORKFLOW.value: workflow = cls._get_workflow(app_model, InvokeFrom.DEBUGGER) return WorkflowAppGenerator().single_iteration_generate( app_model=app_model, workflow=workflow, node_id=node_id, user=user, args=args, stream=streaming ) else: raise ValueError(f'Invalid app mode {app_model.mode}') @classmethod def generate_more_like_this(cls, app_model: App, user: Union[Account, EndUser], message_id: str, invoke_from: InvokeFrom, streaming: bool = True) \ -> Union[dict, Generator]: """ Generate more like this :param app_model: app model :param user: user :param message_id: message id :param invoke_from: invoke from :param streaming: streaming :return: """ return CompletionAppGenerator().generate_more_like_this( app_model=app_model, message_id=message_id, user=user, invoke_from=invoke_from, stream=streaming ) @classmethod def _get_workflow(cls, app_model: App, invoke_from: InvokeFrom) -> Any: """ Get workflow :param app_model: app model :param invoke_from: invoke from :return: """ workflow_service = WorkflowService() if invoke_from == InvokeFrom.DEBUGGER: # fetch draft workflow by app_model workflow = workflow_service.get_draft_workflow(app_model=app_model) if not workflow: raise ValueError('Workflow not initialized') else: # fetch published workflow by app_model workflow = workflow_service.get_published_workflow(app_model=app_model) if not workflow: raise ValueError('Workflow not published') return workflow