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| import json | |
| import time | |
| from collections.abc import Sequence | |
| from datetime import datetime, timezone | |
| from typing import Optional | |
| from core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfigManager | |
| from core.app.apps.workflow.app_config_manager import WorkflowAppConfigManager | |
| from core.model_runtime.utils.encoders import jsonable_encoder | |
| from core.variables import Variable | |
| from core.workflow.entities.node_entities import NodeRunResult | |
| from core.workflow.errors import WorkflowNodeRunFailedError | |
| from core.workflow.nodes import NodeType | |
| from core.workflow.nodes.event import RunCompletedEvent | |
| from core.workflow.nodes.node_mapping import node_type_classes_mapping | |
| from core.workflow.workflow_entry import WorkflowEntry | |
| from events.app_event import app_draft_workflow_was_synced, app_published_workflow_was_updated | |
| from extensions.ext_database import db | |
| from models.account import Account | |
| from models.enums import CreatedByRole | |
| from models.model import App, AppMode | |
| from models.workflow import ( | |
| Workflow, | |
| WorkflowNodeExecution, | |
| WorkflowNodeExecutionStatus, | |
| WorkflowNodeExecutionTriggeredFrom, | |
| WorkflowType, | |
| ) | |
| from services.errors.app import WorkflowHashNotEqualError | |
| from services.workflow.workflow_converter import WorkflowConverter | |
| class 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_type_classes_mapping.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(node_type) | |
| # return default block config | |
| node_class = node_type_classes_mapping.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 | |
| 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}") | |