| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324 | import jsonimport timefrom collections.abc import Sequencefrom datetime import datetime, timezonefrom typing import Optionalfrom core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfigManagerfrom core.app.apps.workflow.app_config_manager import WorkflowAppConfigManagerfrom core.app.segments import Variablefrom core.model_runtime.utils.encoders import jsonable_encoderfrom core.workflow.entities.node_entities import NodeRunResult, NodeTypefrom core.workflow.errors import WorkflowNodeRunFailedErrorfrom core.workflow.nodes.event import RunCompletedEventfrom core.workflow.nodes.node_mapping import node_classesfrom core.workflow.workflow_entry import WorkflowEntryfrom events.app_event import app_draft_workflow_was_synced, app_published_workflow_was_updatedfrom extensions.ext_database import dbfrom models.account import Accountfrom models.model import App, AppModefrom models.workflow import (    CreatedByRole,    Workflow,    WorkflowNodeExecution,    WorkflowNodeExecutionStatus,    WorkflowNodeExecutionTriggeredFrom,    WorkflowType,)from services.errors.app import WorkflowHashNotEqualErrorfrom services.workflow.workflow_converter import WorkflowConverterclass WorkflowService:    """    Workflow Service    """    def get_draft_workflow(self, app_model: App) -> Optional[Workflow]:        """        Get draft workflow        """        # fetch draft workflow by app_model        workflow = (            db.session.query(Workflow)            .filter(                Workflow.tenant_id == app_model.tenant_id, Workflow.app_id == app_model.id, Workflow.version == "draft"            )            .first()        )        # return draft workflow        return workflow    def get_published_workflow(self, app_model: App) -> Optional[Workflow]:        """        Get published workflow        """        if not app_model.workflow_id:            return None        # fetch published workflow by workflow_id        workflow = (            db.session.query(Workflow)            .filter(                Workflow.tenant_id == app_model.tenant_id,                Workflow.app_id == app_model.id,                Workflow.id == app_model.workflow_id,            )            .first()        )        return workflow    def sync_draft_workflow(        self,        *,        app_model: App,        graph: dict,        features: dict,        unique_hash: Optional[str],        account: Account,        environment_variables: Sequence[Variable],        conversation_variables: Sequence[Variable],    ) -> Workflow:        """        Sync draft workflow        :raises WorkflowHashNotEqualError        """        # fetch draft workflow by app_model        workflow = self.get_draft_workflow(app_model=app_model)        if workflow and workflow.unique_hash != unique_hash:            raise WorkflowHashNotEqualError()        # validate features structure        self.validate_features_structure(app_model=app_model, features=features)        # create draft workflow if not found        if not workflow:            workflow = Workflow(                tenant_id=app_model.tenant_id,                app_id=app_model.id,                type=WorkflowType.from_app_mode(app_model.mode).value,                version="draft",                graph=json.dumps(graph),                features=json.dumps(features),                created_by=account.id,                environment_variables=environment_variables,                conversation_variables=conversation_variables,            )            db.session.add(workflow)        # update draft workflow if found        else:            workflow.graph = json.dumps(graph)            workflow.features = json.dumps(features)            workflow.updated_by = account.id            workflow.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)            workflow.environment_variables = environment_variables            workflow.conversation_variables = conversation_variables        # commit db session changes        db.session.commit()        # trigger app workflow events        app_draft_workflow_was_synced.send(app_model, synced_draft_workflow=workflow)        # return draft workflow        return workflow    def publish_workflow(self, app_model: App, account: Account, draft_workflow: Optional[Workflow] = None) -> Workflow:        """        Publish workflow from draft        :param app_model: App instance        :param account: Account instance        :param draft_workflow: Workflow instance        """        if not draft_workflow:            # fetch draft workflow by app_model            draft_workflow = self.get_draft_workflow(app_model=app_model)        if not draft_workflow:            raise ValueError("No valid workflow found.")        # create new workflow        workflow = Workflow(            tenant_id=app_model.tenant_id,            app_id=app_model.id,            type=draft_workflow.type,            version=str(datetime.now(timezone.utc).replace(tzinfo=None)),            graph=draft_workflow.graph,            features=draft_workflow.features,            created_by=account.id,            environment_variables=draft_workflow.environment_variables,            conversation_variables=draft_workflow.conversation_variables,        )        # commit db session changes        db.session.add(workflow)        db.session.flush()        db.session.commit()        app_model.workflow_id = workflow.id        db.session.commit()        # trigger app workflow events        app_published_workflow_was_updated.send(app_model, published_workflow=workflow)        # return new workflow        return workflow    def get_default_block_configs(self) -> list[dict]:        """        Get default block configs        """        # return default block config        default_block_configs = []        for node_type, node_class in node_classes.items():            default_config = node_class.get_default_config()            if default_config:                default_block_configs.append(default_config)        return default_block_configs    def get_default_block_config(self, node_type: str, filters: Optional[dict] = None) -> Optional[dict]:        """        Get default config of node.        :param node_type: node type        :param filters: filter by node config parameters.        :return:        """        node_type_enum: NodeType = NodeType.value_of(node_type)        # return default block config        node_class = node_classes.get(node_type_enum)        if not node_class:            return None        default_config = node_class.get_default_config(filters=filters)        if not default_config:            return None        return default_config    def run_draft_workflow_node(        self, app_model: App, node_id: str, user_inputs: dict, account: Account    ) -> WorkflowNodeExecution:        """        Run draft workflow node        """        # fetch draft workflow by app_model        draft_workflow = self.get_draft_workflow(app_model=app_model)        if not draft_workflow:            raise ValueError("Workflow not initialized")        # run draft workflow node        start_at = time.perf_counter()        try:            node_instance, generator = WorkflowEntry.single_step_run(                workflow=draft_workflow,                node_id=node_id,                user_inputs=user_inputs,                user_id=account.id,            )            node_run_result: NodeRunResult | None = None            for event in generator:                if isinstance(event, RunCompletedEvent):                    node_run_result = event.run_result                    # sign output files                    node_run_result.outputs = WorkflowEntry.handle_special_values(node_run_result.outputs)                    break            if not node_run_result:                raise ValueError("Node run failed with no run result")            run_succeeded = True if node_run_result.status == WorkflowNodeExecutionStatus.SUCCEEDED else False            error = node_run_result.error if not run_succeeded else None        except WorkflowNodeRunFailedError as e:            node_instance = e.node_instance            run_succeeded = False            node_run_result = None            error = e.error        workflow_node_execution = WorkflowNodeExecution()        workflow_node_execution.tenant_id = app_model.tenant_id        workflow_node_execution.app_id = app_model.id        workflow_node_execution.workflow_id = draft_workflow.id        workflow_node_execution.triggered_from = WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP.value        workflow_node_execution.index = 1        workflow_node_execution.node_id = node_id        workflow_node_execution.node_type = node_instance.node_type.value        workflow_node_execution.title = node_instance.node_data.title        workflow_node_execution.elapsed_time = time.perf_counter() - start_at        workflow_node_execution.created_by_role = CreatedByRole.ACCOUNT.value        workflow_node_execution.created_by = account.id        workflow_node_execution.created_at = datetime.now(timezone.utc).replace(tzinfo=None)        workflow_node_execution.finished_at = datetime.now(timezone.utc).replace(tzinfo=None)        if run_succeeded and node_run_result:            # create workflow node execution            workflow_node_execution.inputs = json.dumps(node_run_result.inputs) if node_run_result.inputs else None            workflow_node_execution.process_data = (                json.dumps(node_run_result.process_data) if node_run_result.process_data else None            )            workflow_node_execution.outputs = (                json.dumps(jsonable_encoder(node_run_result.outputs)) if node_run_result.outputs else None            )            workflow_node_execution.execution_metadata = (                json.dumps(jsonable_encoder(node_run_result.metadata)) if node_run_result.metadata else None            )            workflow_node_execution.status = WorkflowNodeExecutionStatus.SUCCEEDED.value        else:            # create workflow node execution            workflow_node_execution.status = WorkflowNodeExecutionStatus.FAILED.value            workflow_node_execution.error = error        db.session.add(workflow_node_execution)        db.session.commit()        return workflow_node_execution    def convert_to_workflow(self, app_model: App, account: Account, args: dict) -> App:        """        Basic mode of chatbot app(expert mode) to workflow        Completion App to Workflow App        :param app_model: App instance        :param account: Account instance        :param args: dict        :return:        """        # chatbot convert to workflow mode        workflow_converter = WorkflowConverter()        if app_model.mode not in {AppMode.CHAT.value, AppMode.COMPLETION.value}:            raise ValueError(f"Current App mode: {app_model.mode} is not supported convert to workflow.")        # convert to workflow        new_app = workflow_converter.convert_to_workflow(            app_model=app_model,            account=account,            name=args.get("name"),            icon_type=args.get("icon_type"),            icon=args.get("icon"),            icon_background=args.get("icon_background"),        )        return new_app    def validate_features_structure(self, app_model: App, features: dict) -> dict:        if app_model.mode == AppMode.ADVANCED_CHAT.value:            return AdvancedChatAppConfigManager.config_validate(                tenant_id=app_model.tenant_id, config=features, only_structure_validate=True            )        elif app_model.mode == AppMode.WORKFLOW.value:            return WorkflowAppConfigManager.config_validate(                tenant_id=app_model.tenant_id, config=features, only_structure_validate=True            )        else:            raise ValueError(f"Invalid app mode: {app_model.mode}")
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