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import json |
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import time |
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from collections.abc import Sequence |
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from datetime import UTC, datetime |
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from typing import Any, Optional, cast |
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from uuid import uuid4 |
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from sqlalchemy import desc |
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from core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfigManager |
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from core.app.apps.workflow.app_config_manager import WorkflowAppConfigManager |
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from core.model_runtime.utils.encoders import jsonable_encoder |
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from core.variables import Variable |
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from core.workflow.entities.node_entities import NodeRunResult |
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from core.workflow.errors import WorkflowNodeRunFailedError |
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from core.workflow.nodes import NodeType |
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from core.workflow.nodes.base.entities import BaseNodeData |
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from core.workflow.nodes.base.node import BaseNode |
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from core.workflow.nodes.enums import ErrorStrategy |
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from core.workflow.nodes.event import RunCompletedEvent |
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from core.workflow.nodes.node_mapping import LATEST_VERSION, NODE_TYPE_CLASSES_MAPPING |
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from core.workflow.workflow_entry import WorkflowEntry |
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from events.app_event import app_draft_workflow_was_synced, app_published_workflow_was_updated |
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from extensions.ext_database import db |
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from models.account import Account |
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from models.enums import CreatedByRole |
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from models.model import App, AppMode |
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from models.workflow import ( |
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Workflow, |
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WorkflowNodeExecution, |
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WorkflowNodeExecutionStatus, |
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WorkflowNodeExecutionTriggeredFrom, |
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WorkflowType, |
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) |
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from services.errors.app import WorkflowHashNotEqualError |
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from services.workflow.workflow_converter import WorkflowConverter |
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class WorkflowService: |
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""" |
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Workflow Service |
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""" |
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def get_draft_workflow(self, app_model: App) -> Optional[Workflow]: |
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""" |
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Get draft workflow |
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""" |
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workflow = ( |
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db.session.query(Workflow) |
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.filter( |
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Workflow.tenant_id == app_model.tenant_id, Workflow.app_id == app_model.id, Workflow.version == "draft" |
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) |
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.first() |
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) |
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return workflow |
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def get_published_workflow(self, app_model: App) -> Optional[Workflow]: |
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""" |
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Get published workflow |
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""" |
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if not app_model.workflow_id: |
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return None |
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workflow = ( |
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db.session.query(Workflow) |
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.filter( |
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Workflow.tenant_id == app_model.tenant_id, |
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Workflow.app_id == app_model.id, |
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Workflow.id == app_model.workflow_id, |
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) |
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.first() |
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) |
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return workflow |
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def get_all_published_workflow(self, app_model: App, page: int, limit: int) -> tuple[list[Workflow], bool]: |
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""" |
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Get published workflow with pagination |
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""" |
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if not app_model.workflow_id: |
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return [], False |
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workflows = ( |
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db.session.query(Workflow) |
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.filter(Workflow.app_id == app_model.id) |
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.order_by(desc(Workflow.version)) |
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.offset((page - 1) * limit) |
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.limit(limit + 1) |
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.all() |
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) |
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has_more = len(workflows) > limit |
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if has_more: |
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workflows = workflows[:-1] |
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return workflows, has_more |
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def sync_draft_workflow( |
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self, |
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*, |
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app_model: App, |
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graph: dict, |
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features: dict, |
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unique_hash: Optional[str], |
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account: Account, |
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environment_variables: Sequence[Variable], |
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conversation_variables: Sequence[Variable], |
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) -> Workflow: |
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""" |
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Sync draft workflow |
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:raises WorkflowHashNotEqualError |
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""" |
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workflow = self.get_draft_workflow(app_model=app_model) |
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if workflow and workflow.unique_hash != unique_hash: |
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raise WorkflowHashNotEqualError() |
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self.validate_features_structure(app_model=app_model, features=features) |
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if not workflow: |
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workflow = Workflow( |
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tenant_id=app_model.tenant_id, |
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app_id=app_model.id, |
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type=WorkflowType.from_app_mode(app_model.mode).value, |
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version="draft", |
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graph=json.dumps(graph), |
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features=json.dumps(features), |
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created_by=account.id, |
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environment_variables=environment_variables, |
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conversation_variables=conversation_variables, |
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) |
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db.session.add(workflow) |
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else: |
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workflow.graph = json.dumps(graph) |
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workflow.features = json.dumps(features) |
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workflow.updated_by = account.id |
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workflow.updated_at = datetime.now(UTC).replace(tzinfo=None) |
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workflow.environment_variables = environment_variables |
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workflow.conversation_variables = conversation_variables |
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db.session.commit() |
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app_draft_workflow_was_synced.send(app_model, synced_draft_workflow=workflow) |
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return workflow |
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def publish_workflow(self, app_model: App, account: Account, draft_workflow: Optional[Workflow] = None) -> Workflow: |
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""" |
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Publish workflow from draft |
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:param app_model: App instance |
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:param account: Account instance |
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:param draft_workflow: Workflow instance |
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""" |
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if not draft_workflow: |
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draft_workflow = self.get_draft_workflow(app_model=app_model) |
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if not draft_workflow: |
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raise ValueError("No valid workflow found.") |
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workflow = Workflow( |
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tenant_id=app_model.tenant_id, |
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app_id=app_model.id, |
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type=draft_workflow.type, |
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version=str(datetime.now(UTC).replace(tzinfo=None)), |
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graph=draft_workflow.graph, |
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features=draft_workflow.features, |
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created_by=account.id, |
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environment_variables=draft_workflow.environment_variables, |
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conversation_variables=draft_workflow.conversation_variables, |
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) |
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db.session.add(workflow) |
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db.session.flush() |
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db.session.commit() |
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app_model.workflow_id = workflow.id |
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db.session.commit() |
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app_published_workflow_was_updated.send(app_model, published_workflow=workflow) |
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return workflow |
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def get_default_block_configs(self) -> list[dict]: |
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""" |
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Get default block configs |
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""" |
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default_block_configs = [] |
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for node_class_mapping in NODE_TYPE_CLASSES_MAPPING.values(): |
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node_class = node_class_mapping[LATEST_VERSION] |
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default_config = node_class.get_default_config() |
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if default_config: |
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default_block_configs.append(default_config) |
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return default_block_configs |
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def get_default_block_config(self, node_type: str, filters: Optional[dict] = None) -> Optional[dict]: |
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""" |
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Get default config of node. |
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:param node_type: node type |
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:param filters: filter by node config parameters. |
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:return: |
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""" |
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node_type_enum = NodeType(node_type) |
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if node_type_enum not in NODE_TYPE_CLASSES_MAPPING: |
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return None |
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node_class = NODE_TYPE_CLASSES_MAPPING[node_type_enum][LATEST_VERSION] |
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default_config = node_class.get_default_config(filters=filters) |
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if not default_config: |
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return None |
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return default_config |
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def run_draft_workflow_node( |
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self, app_model: App, node_id: str, user_inputs: dict, account: Account |
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) -> WorkflowNodeExecution: |
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""" |
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Run draft workflow node |
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""" |
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draft_workflow = self.get_draft_workflow(app_model=app_model) |
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if not draft_workflow: |
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raise ValueError("Workflow not initialized") |
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start_at = time.perf_counter() |
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try: |
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node_instance, generator = WorkflowEntry.single_step_run( |
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workflow=draft_workflow, |
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node_id=node_id, |
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user_inputs=user_inputs, |
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user_id=account.id, |
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) |
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node_instance = cast(BaseNode[BaseNodeData], node_instance) |
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node_run_result: NodeRunResult | None = None |
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for event in generator: |
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if isinstance(event, RunCompletedEvent): |
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node_run_result = event.run_result |
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node_run_result.outputs = WorkflowEntry.handle_special_values(node_run_result.outputs) |
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break |
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if not node_run_result: |
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raise ValueError("Node run failed with no run result") |
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if node_run_result.status == WorkflowNodeExecutionStatus.FAILED and node_instance.should_continue_on_error: |
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node_error_args: dict[str, Any] = { |
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"status": WorkflowNodeExecutionStatus.EXCEPTION, |
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"error": node_run_result.error, |
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"inputs": node_run_result.inputs, |
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"metadata": {"error_strategy": node_instance.node_data.error_strategy}, |
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} |
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if node_instance.node_data.error_strategy is ErrorStrategy.DEFAULT_VALUE: |
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node_run_result = NodeRunResult( |
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**node_error_args, |
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outputs={ |
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**node_instance.node_data.default_value_dict, |
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"error_message": node_run_result.error, |
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"error_type": node_run_result.error_type, |
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}, |
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) |
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else: |
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node_run_result = NodeRunResult( |
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**node_error_args, |
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outputs={ |
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"error_message": node_run_result.error, |
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"error_type": node_run_result.error_type, |
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}, |
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) |
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run_succeeded = node_run_result.status in ( |
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WorkflowNodeExecutionStatus.SUCCEEDED, |
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WorkflowNodeExecutionStatus.EXCEPTION, |
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) |
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error = node_run_result.error if not run_succeeded else None |
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except WorkflowNodeRunFailedError as e: |
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node_instance = e.node_instance |
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run_succeeded = False |
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node_run_result = None |
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error = e.error |
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workflow_node_execution = WorkflowNodeExecution() |
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workflow_node_execution.id = str(uuid4()) |
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workflow_node_execution.tenant_id = app_model.tenant_id |
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workflow_node_execution.app_id = app_model.id |
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workflow_node_execution.workflow_id = draft_workflow.id |
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workflow_node_execution.triggered_from = WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP.value |
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workflow_node_execution.index = 1 |
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workflow_node_execution.node_id = node_id |
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workflow_node_execution.node_type = node_instance.node_type |
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workflow_node_execution.title = node_instance.node_data.title |
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workflow_node_execution.elapsed_time = time.perf_counter() - start_at |
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workflow_node_execution.created_by_role = CreatedByRole.ACCOUNT.value |
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workflow_node_execution.created_by = account.id |
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workflow_node_execution.created_at = datetime.now(UTC).replace(tzinfo=None) |
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workflow_node_execution.finished_at = datetime.now(UTC).replace(tzinfo=None) |
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if run_succeeded and node_run_result: |
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inputs = WorkflowEntry.handle_special_values(node_run_result.inputs) if node_run_result.inputs else None |
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process_data = ( |
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WorkflowEntry.handle_special_values(node_run_result.process_data) |
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if node_run_result.process_data |
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else None |
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) |
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outputs = WorkflowEntry.handle_special_values(node_run_result.outputs) if node_run_result.outputs else None |
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workflow_node_execution.inputs = json.dumps(inputs) |
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workflow_node_execution.process_data = json.dumps(process_data) |
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workflow_node_execution.outputs = json.dumps(outputs) |
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workflow_node_execution.execution_metadata = ( |
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json.dumps(jsonable_encoder(node_run_result.metadata)) if node_run_result.metadata else None |
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) |
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if node_run_result.status == WorkflowNodeExecutionStatus.SUCCEEDED: |
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workflow_node_execution.status = WorkflowNodeExecutionStatus.SUCCEEDED.value |
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elif node_run_result.status == WorkflowNodeExecutionStatus.EXCEPTION: |
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workflow_node_execution.status = WorkflowNodeExecutionStatus.EXCEPTION.value |
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workflow_node_execution.error = node_run_result.error |
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else: |
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workflow_node_execution.status = WorkflowNodeExecutionStatus.FAILED.value |
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workflow_node_execution.error = error |
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db.session.add(workflow_node_execution) |
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db.session.commit() |
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return workflow_node_execution |
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def convert_to_workflow(self, app_model: App, account: Account, args: dict) -> App: |
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""" |
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Basic mode of chatbot app(expert mode) to workflow |
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Completion App to Workflow App |
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:param app_model: App instance |
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:param account: Account instance |
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:param args: dict |
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:return: |
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""" |
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workflow_converter = WorkflowConverter() |
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if app_model.mode not in {AppMode.CHAT.value, AppMode.COMPLETION.value}: |
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raise ValueError(f"Current App mode: {app_model.mode} is not supported convert to workflow.") |
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new_app: App = workflow_converter.convert_to_workflow( |
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app_model=app_model, |
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account=account, |
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name=args.get("name", "Default Name"), |
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icon_type=args.get("icon_type", "emoji"), |
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icon=args.get("icon", "🤖"), |
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icon_background=args.get("icon_background", "#FFEAD5"), |
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) |
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return new_app |
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def validate_features_structure(self, app_model: App, features: dict) -> dict: |
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if app_model.mode == AppMode.ADVANCED_CHAT.value: |
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return AdvancedChatAppConfigManager.config_validate( |
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tenant_id=app_model.tenant_id, config=features, only_structure_validate=True |
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) |
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elif app_model.mode == AppMode.WORKFLOW.value: |
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return WorkflowAppConfigManager.config_validate( |
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tenant_id=app_model.tenant_id, config=features, only_structure_validate=True |
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) |
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else: |
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raise ValueError(f"Invalid app mode: {app_model.mode}") |
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