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Merge branch 'main' into feat/r2

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# Conflicts:
#	api/core/repositories/sqlalchemy_workflow_node_execution_repository.py
#	api/core/workflow/entities/node_entities.py
#	api/core/workflow/enums.py
This commit is contained in:
jyong
2025-06-03 18:56:49 +08:00
parent 4130c50643 ca0b268ae5
commit 309fffd1e4
277 changed files with 4440 additions and 1927 deletions
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4
api/core/app/apps/advanced_chat/app_generator.py
View File

@ -27,8 +27,8 @@ from core.ops.ops_trace_manager import TraceQueueManager
from core.prompt.utils.get_thread_messages_length import get_thread_messages_length
from core.repositories import SQLAlchemyWorkflowNodeExecutionRepository
from core.repositories.sqlalchemy_workflow_execution_repository import SQLAlchemyWorkflowExecutionRepository
from core.workflow.repository.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repository.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from core.workflow.repositories.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repositories.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from extensions.ext_database import db
from factories import file_factory
from models import Account, App, Conversation, EndUser, Message, Workflow, WorkflowNodeExecutionTriggeredFrom

2
api/core/app/apps/advanced_chat/app_runner.py
View File

@ -140,7 +140,7 @@ class AdvancedChatAppRunner(WorkflowBasedAppRunner):
SystemVariableKey.DIALOGUE_COUNT: self._dialogue_count,
SystemVariableKey.APP_ID: app_config.app_id,
SystemVariableKey.WORKFLOW_ID: app_config.workflow_id,
SystemVariableKey.WORKFLOW_RUN_ID: self.application_generate_entity.workflow_run_id,
SystemVariableKey.WORKFLOW_EXECUTION_ID: self.application_generate_entity.workflow_run_id,
}
# init variable pool

77
api/core/app/apps/advanced_chat/generate_task_pipeline.py
View File

@ -1,4 +1,3 @@
import json
import logging
import time
from collections.abc import Generator, Mapping
@ -57,26 +56,23 @@ from core.app.entities.task_entities import (
WorkflowTaskState,
)
from core.app.task_pipeline.based_generate_task_pipeline import BasedGenerateTaskPipeline
from core.app.task_pipeline.message_cycle_manage import MessageCycleManage
from core.app.task_pipeline.message_cycle_manager import MessageCycleManager
from core.base.tts import AppGeneratorTTSPublisher, AudioTrunk
from core.model_runtime.entities.llm_entities import LLMUsage
from core.model_runtime.utils.encoders import jsonable_encoder
from core.ops.ops_trace_manager import TraceQueueManager
from core.workflow.entities.workflow_execution import WorkflowExecutionStatus, WorkflowType
from core.workflow.enums import SystemVariableKey
from core.workflow.graph_engine.entities.graph_runtime_state import GraphRuntimeState
from core.workflow.nodes import NodeType
from core.workflow.repository.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repository.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from core.workflow.workflow_cycle_manager import WorkflowCycleManager
from core.workflow.repositories.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repositories.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from core.workflow.workflow_cycle_manager import CycleManagerWorkflowInfo, WorkflowCycleManager
from events.message_event import message_was_created
from extensions.ext_database import db
from models import Conversation, EndUser, Message, MessageFile
from models.account import Account
from models.enums import CreatorUserRole
from models.workflow import (
Workflow,
WorkflowRunStatus,
)
from models.workflow import Workflow
logger = logging.getLogger(__name__)
@ -126,8 +122,14 @@ class AdvancedChatAppGenerateTaskPipeline:
SystemVariableKey.DIALOGUE_COUNT: dialogue_count,
SystemVariableKey.APP_ID: application_generate_entity.app_config.app_id,
SystemVariableKey.WORKFLOW_ID: workflow.id,
SystemVariableKey.WORKFLOW_RUN_ID: application_generate_entity.workflow_run_id,
SystemVariableKey.WORKFLOW_EXECUTION_ID: application_generate_entity.workflow_run_id,
},
workflow_info=CycleManagerWorkflowInfo(
workflow_id=workflow.id,
workflow_type=WorkflowType(workflow.type),
version=workflow.version,
graph_data=workflow.graph_dict,
),
workflow_execution_repository=workflow_execution_repository,
workflow_node_execution_repository=workflow_node_execution_repository,
)
@ -137,7 +139,7 @@ class AdvancedChatAppGenerateTaskPipeline:
)
self._task_state = WorkflowTaskState()
self._message_cycle_manager = MessageCycleManage(
self._message_cycle_manager = MessageCycleManager(
application_generate_entity=application_generate_entity, task_state=self._task_state
)
@ -158,7 +160,7 @@ class AdvancedChatAppGenerateTaskPipeline:
:return:
"""
# start generate conversation name thread
self._conversation_name_generate_thread = self._message_cycle_manager._generate_conversation_name(
self._conversation_name_generate_thread = self._message_cycle_manager.generate_conversation_name(
conversation_id=self._conversation_id, query=self._application_generate_entity.query
)
@ -302,15 +304,12 @@ class AdvancedChatAppGenerateTaskPipeline:
with Session(db.engine, expire_on_commit=False) as session:
# init workflow run
workflow_execution = self._workflow_cycle_manager.handle_workflow_run_start(
session=session,
workflow_id=self._workflow_id,
)
self._workflow_run_id = workflow_execution.id
workflow_execution = self._workflow_cycle_manager.handle_workflow_run_start()
self._workflow_run_id = workflow_execution.id_
message = self._get_message(session=session)
if not message:
raise ValueError(f"Message not found: {self._message_id}")
message.workflow_run_id = workflow_execution.id
message.workflow_run_id = workflow_execution.id_
workflow_start_resp = self._workflow_response_converter.workflow_start_to_stream_response(
task_id=self._application_generate_entity.task_id,
workflow_execution=workflow_execution,
@ -550,7 +549,7 @@ class AdvancedChatAppGenerateTaskPipeline:
workflow_run_id=self._workflow_run_id,
total_tokens=graph_runtime_state.total_tokens,
total_steps=graph_runtime_state.node_run_steps,
status=WorkflowRunStatus.FAILED,
status=WorkflowExecutionStatus.FAILED,
error_message=event.error,
conversation_id=self._conversation_id,
trace_manager=trace_manager,
@ -576,7 +575,7 @@ class AdvancedChatAppGenerateTaskPipeline:
workflow_run_id=self._workflow_run_id,
total_tokens=graph_runtime_state.total_tokens,
total_steps=graph_runtime_state.node_run_steps,
status=WorkflowRunStatus.STOPPED,
status=WorkflowExecutionStatus.STOPPED,
error_message=event.get_stop_reason(),
conversation_id=self._conversation_id,
trace_manager=trace_manager,
@ -604,22 +603,18 @@ class AdvancedChatAppGenerateTaskPipeline:
yield self._message_end_to_stream_response()
break
elif isinstance(event, QueueRetrieverResourcesEvent):
self._message_cycle_manager._handle_retriever_resources(event)
self._message_cycle_manager.handle_retriever_resources(event)
with Session(db.engine, expire_on_commit=False) as session:
message = self._get_message(session=session)
message.message_metadata = (
json.dumps(jsonable_encoder(self._task_state.metadata)) if self._task_state.metadata else None
)
message.message_metadata = self._task_state.metadata.model_dump_json()
session.commit()
elif isinstance(event, QueueAnnotationReplyEvent):
self._message_cycle_manager._handle_annotation_reply(event)
self._message_cycle_manager.handle_annotation_reply(event)
with Session(db.engine, expire_on_commit=False) as session:
message = self._get_message(session=session)
message.message_metadata = (
json.dumps(jsonable_encoder(self._task_state.metadata)) if self._task_state.metadata else None
)
message.message_metadata = self._task_state.metadata.model_dump_json()
session.commit()
elif isinstance(event, QueueTextChunkEvent):
delta_text = event.text
@ -636,12 +631,12 @@ class AdvancedChatAppGenerateTaskPipeline:
tts_publisher.publish(queue_message)
self._task_state.answer += delta_text
yield self._message_cycle_manager._message_to_stream_response(
yield self._message_cycle_manager.message_to_stream_response(
answer=delta_text, message_id=self._message_id, from_variable_selector=event.from_variable_selector
)
elif isinstance(event, QueueMessageReplaceEvent):
# published by moderation
yield self._message_cycle_manager._message_replace_to_stream_response(
yield self._message_cycle_manager.message_replace_to_stream_response(
answer=event.text, reason=event.reason
)
elif isinstance(event, QueueAdvancedChatMessageEndEvent):
@ -653,7 +648,7 @@ class AdvancedChatAppGenerateTaskPipeline:
)
if output_moderation_answer:
self._task_state.answer = output_moderation_answer
yield self._message_cycle_manager._message_replace_to_stream_response(
yield self._message_cycle_manager.message_replace_to_stream_response(
answer=output_moderation_answer,
reason=QueueMessageReplaceEvent.MessageReplaceReason.OUTPUT_MODERATION,
)
@ -682,9 +677,7 @@ class AdvancedChatAppGenerateTaskPipeline:
message = self._get_message(session=session)
message.answer = self._task_state.answer
message.provider_response_latency = time.perf_counter() - self._base_task_pipeline._start_at
message.message_metadata = (
json.dumps(jsonable_encoder(self._task_state.metadata)) if self._task_state.metadata else None
)
message.message_metadata = self._task_state.metadata.model_dump_json()
message_files = [
MessageFile(
message_id=message.id,
@ -712,9 +705,9 @@ class AdvancedChatAppGenerateTaskPipeline:
message.answer_price_unit = usage.completion_price_unit
message.total_price = usage.total_price
message.currency = usage.currency
self._task_state.metadata["usage"] = jsonable_encoder(usage)
self._task_state.metadata.usage = usage
else:
self._task_state.metadata["usage"] = jsonable_encoder(LLMUsage.empty_usage())
self._task_state.metadata.usage = LLMUsage.empty_usage()
message_was_created.send(
message,
application_generate_entity=self._application_generate_entity,
@ -725,18 +718,16 @@ class AdvancedChatAppGenerateTaskPipeline:
Message end to stream response.
:return:
"""
extras = {}
if self._task_state.metadata:
extras["metadata"] = self._task_state.metadata.copy()
extras = self._task_state.metadata.model_dump()
if "annotation_reply" in extras["metadata"]:
del extras["metadata"]["annotation_reply"]
if self._task_state.metadata.annotation_reply:
del extras["annotation_reply"]
return MessageEndStreamResponse(
task_id=self._application_generate_entity.task_id,
id=self._message_id,
files=self._recorded_files,
metadata=extras.get("metadata", {}),
metadata=extras,
)
def _handle_output_moderation_chunk(self, text: str) -> bool:

35
api/core/app/apps/common/workflow_response_converter.py
View File

@ -44,15 +44,14 @@ from core.app.entities.task_entities import (
)
from core.file import FILE_MODEL_IDENTITY, File
from core.tools.tool_manager import ToolManager
from core.workflow.entities.node_execution_entities import NodeExecution
from core.workflow.entities.workflow_execution_entities import WorkflowExecution
from core.workflow.entities.workflow_execution import WorkflowExecution
from core.workflow.entities.workflow_node_execution import WorkflowNodeExecution, WorkflowNodeExecutionStatus
from core.workflow.nodes import NodeType
from core.workflow.nodes.tool.entities import ToolNodeData
from models import (
Account,
CreatorUserRole,
EndUser,
WorkflowNodeExecutionStatus,
WorkflowRun,
)
@ -73,11 +72,10 @@ class WorkflowResponseConverter:
) -> WorkflowStartStreamResponse:
return WorkflowStartStreamResponse(
task_id=task_id,
workflow_run_id=workflow_execution.id,
workflow_run_id=workflow_execution.id_,
data=WorkflowStartStreamResponse.Data(
id=workflow_execution.id,
id=workflow_execution.id_,
workflow_id=workflow_execution.workflow_id,
sequence_number=workflow_execution.sequence_number,
inputs=workflow_execution.inputs,
created_at=int(workflow_execution.started_at.timestamp()),
),
@ -91,7 +89,7 @@ class WorkflowResponseConverter:
workflow_execution: WorkflowExecution,
) -> WorkflowFinishStreamResponse:
created_by = None
workflow_run = session.scalar(select(WorkflowRun).where(WorkflowRun.id == workflow_execution.id))
workflow_run = session.scalar(select(WorkflowRun).where(WorkflowRun.id == workflow_execution.id_))
assert workflow_run is not None
if workflow_run.created_by_role == CreatorUserRole.ACCOUNT:
stmt = select(Account).where(Account.id == workflow_run.created_by)
@ -122,11 +120,10 @@ class WorkflowResponseConverter:
return WorkflowFinishStreamResponse(
task_id=task_id,
workflow_run_id=workflow_execution.id,
workflow_run_id=workflow_execution.id_,
data=WorkflowFinishStreamResponse.Data(
id=workflow_execution.id,
id=workflow_execution.id_,
workflow_id=workflow_execution.workflow_id,
sequence_number=workflow_execution.sequence_number,
status=workflow_execution.status,
outputs=workflow_execution.outputs,
error=workflow_execution.error_message,
@ -146,16 +143,16 @@ class WorkflowResponseConverter:
*,
event: QueueNodeStartedEvent,
task_id: str,
workflow_node_execution: NodeExecution,
workflow_node_execution: WorkflowNodeExecution,
) -> Optional[NodeStartStreamResponse]:
if workflow_node_execution.node_type in {NodeType.ITERATION, NodeType.LOOP}:
return None
if not workflow_node_execution.workflow_run_id:
if not workflow_node_execution.workflow_execution_id:
return None
response = NodeStartStreamResponse(
task_id=task_id,
workflow_run_id=workflow_node_execution.workflow_run_id,
workflow_run_id=workflow_node_execution.workflow_execution_id,
data=NodeStartStreamResponse.Data(
id=workflow_node_execution.id,
node_id=workflow_node_execution.node_id,
@ -196,18 +193,18 @@ class WorkflowResponseConverter:
| QueueNodeInLoopFailedEvent
| QueueNodeExceptionEvent,
task_id: str,
workflow_node_execution: NodeExecution,
workflow_node_execution: WorkflowNodeExecution,
) -> Optional[NodeFinishStreamResponse]:
if workflow_node_execution.node_type in {NodeType.ITERATION, NodeType.LOOP}:
return None
if not workflow_node_execution.workflow_run_id:
if not workflow_node_execution.workflow_execution_id:
return None
if not workflow_node_execution.finished_at:
return None
return NodeFinishStreamResponse(
task_id=task_id,
workflow_run_id=workflow_node_execution.workflow_run_id,
workflow_run_id=workflow_node_execution.workflow_execution_id,
data=NodeFinishStreamResponse.Data(
id=workflow_node_execution.id,
node_id=workflow_node_execution.node_id,
@ -239,18 +236,18 @@ class WorkflowResponseConverter:
*,
event: QueueNodeRetryEvent,
task_id: str,
workflow_node_execution: NodeExecution,
workflow_node_execution: WorkflowNodeExecution,
) -> Optional[Union[NodeRetryStreamResponse, NodeFinishStreamResponse]]:
if workflow_node_execution.node_type in {NodeType.ITERATION, NodeType.LOOP}:
return None
if not workflow_node_execution.workflow_run_id:
if not workflow_node_execution.workflow_execution_id:
return None
if not workflow_node_execution.finished_at:
return None
return NodeRetryStreamResponse(
task_id=task_id,
workflow_run_id=workflow_node_execution.workflow_run_id,
workflow_run_id=workflow_node_execution.workflow_execution_id,
data=NodeRetryStreamResponse.Data(
id=workflow_node_execution.id,
node_id=workflow_node_execution.node_id,

10
api/core/app/apps/workflow/app_generator.py
View File

@ -25,8 +25,8 @@ from core.model_runtime.errors.invoke import InvokeAuthorizationError
from core.ops.ops_trace_manager import TraceQueueManager
from core.repositories import SQLAlchemyWorkflowNodeExecutionRepository
from core.repositories.sqlalchemy_workflow_execution_repository import SQLAlchemyWorkflowExecutionRepository
from core.workflow.repository.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repository.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from core.workflow.repositories.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repositories.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from extensions.ext_database import db
from factories import file_factory
from models import Account, App, EndUser, Workflow, WorkflowNodeExecutionTriggeredFrom
@ -132,7 +132,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
invoke_from=invoke_from,
call_depth=call_depth,
trace_manager=trace_manager,
workflow_run_id=workflow_run_id,
workflow_execution_id=workflow_run_id,
)
contexts.plugin_tool_providers.set({})
@ -279,7 +279,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
single_iteration_run=WorkflowAppGenerateEntity.SingleIterationRunEntity(
node_id=node_id, inputs=args["inputs"]
),
workflow_run_id=str(uuid.uuid4()),
workflow_execution_id=str(uuid.uuid4()),
)
contexts.plugin_tool_providers.set({})
contexts.plugin_tool_providers_lock.set(threading.Lock())
@ -355,7 +355,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
invoke_from=InvokeFrom.DEBUGGER,
extras={"auto_generate_conversation_name": False},
single_loop_run=WorkflowAppGenerateEntity.SingleLoopRunEntity(node_id=node_id, inputs=args["inputs"]),
workflow_run_id=str(uuid.uuid4()),
workflow_execution_id=str(uuid.uuid4()),
)
contexts.plugin_tool_providers.set({})
contexts.plugin_tool_providers_lock.set(threading.Lock())

2
api/core/app/apps/workflow/app_runner.py
View File

@ -95,7 +95,7 @@ class WorkflowAppRunner(WorkflowBasedAppRunner):
SystemVariableKey.USER_ID: user_id,
SystemVariableKey.APP_ID: app_config.app_id,
SystemVariableKey.WORKFLOW_ID: app_config.workflow_id,
SystemVariableKey.WORKFLOW_RUN_ID: self.application_generate_entity.workflow_run_id,
SystemVariableKey.WORKFLOW_EXECUTION_ID: self.application_generate_entity.workflow_execution_id,
}
variable_pool = VariablePool(

45
api/core/app/apps/workflow/generate_task_pipeline.py
View File

@ -50,16 +50,15 @@ from core.app.entities.task_entities import (
WorkflowAppStreamResponse,
WorkflowFinishStreamResponse,
WorkflowStartStreamResponse,
WorkflowTaskState,
)
from core.app.task_pipeline.based_generate_task_pipeline import BasedGenerateTaskPipeline
from core.base.tts import AppGeneratorTTSPublisher, AudioTrunk
from core.ops.ops_trace_manager import TraceQueueManager
from core.workflow.entities.workflow_execution_entities import WorkflowExecution
from core.workflow.entities.workflow_execution import WorkflowExecution, WorkflowExecutionStatus, WorkflowType
from core.workflow.enums import SystemVariableKey
from core.workflow.repository.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repository.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from core.workflow.workflow_cycle_manager import WorkflowCycleManager
from core.workflow.repositories.workflow_execution_repository import WorkflowExecutionRepository
from core.workflow.repositories.workflow_node_execution_repository import WorkflowNodeExecutionRepository
from core.workflow.workflow_cycle_manager import CycleManagerWorkflowInfo, WorkflowCycleManager
from extensions.ext_database import db
from models.account import Account
from models.enums import CreatorUserRole
@ -69,7 +68,6 @@ from models.workflow import (
WorkflowAppLog,
WorkflowAppLogCreatedFrom,
WorkflowRun,
WorkflowRunStatus,
)
logger = logging.getLogger(__name__)
@ -114,8 +112,14 @@ class WorkflowAppGenerateTaskPipeline:
SystemVariableKey.USER_ID: user_session_id,
SystemVariableKey.APP_ID: application_generate_entity.app_config.app_id,
SystemVariableKey.WORKFLOW_ID: workflow.id,
SystemVariableKey.WORKFLOW_RUN_ID: application_generate_entity.workflow_run_id,
SystemVariableKey.WORKFLOW_EXECUTION_ID: application_generate_entity.workflow_execution_id,
},
workflow_info=CycleManagerWorkflowInfo(
workflow_id=workflow.id,
workflow_type=WorkflowType(workflow.type),
version=workflow.version,
graph_data=workflow.graph_dict,
),
workflow_execution_repository=workflow_execution_repository,
workflow_node_execution_repository=workflow_node_execution_repository,
)
@ -125,9 +129,7 @@ class WorkflowAppGenerateTaskPipeline:
)
self._application_generate_entity = application_generate_entity
self._workflow_id = workflow.id
self._workflow_features_dict = workflow.features_dict
self._task_state = WorkflowTaskState()
self._workflow_run_id = ""
def process(self) -> Union[WorkflowAppBlockingResponse, Generator[WorkflowAppStreamResponse, None, None]]:
@ -266,17 +268,13 @@ class WorkflowAppGenerateTaskPipeline:
# override graph runtime state
graph_runtime_state = event.graph_runtime_state
with Session(db.engine, expire_on_commit=False) as session:
# init workflow run
workflow_execution = self._workflow_cycle_manager.handle_workflow_run_start(
session=session,
workflow_id=self._workflow_id,
)
self._workflow_run_id = workflow_execution.id
start_resp = self._workflow_response_converter.workflow_start_to_stream_response(
task_id=self._application_generate_entity.task_id,
workflow_execution=workflow_execution,
)
# init workflow run
workflow_execution = self._workflow_cycle_manager.handle_workflow_run_start()
self._workflow_run_id = workflow_execution.id_
start_resp = self._workflow_response_converter.workflow_start_to_stream_response(
task_id=self._application_generate_entity.task_id,
workflow_execution=workflow_execution,
)
yield start_resp
elif isinstance(
@ -511,9 +509,9 @@ class WorkflowAppGenerateTaskPipeline:
workflow_run_id=self._workflow_run_id,
total_tokens=graph_runtime_state.total_tokens,
total_steps=graph_runtime_state.node_run_steps,
status=WorkflowRunStatus.FAILED
status=WorkflowExecutionStatus.FAILED
if isinstance(event, QueueWorkflowFailedEvent)
else WorkflowRunStatus.STOPPED,
else WorkflowExecutionStatus.STOPPED,
error_message=event.error
if isinstance(event, QueueWorkflowFailedEvent)
else event.get_stop_reason(),
@ -542,7 +540,6 @@ class WorkflowAppGenerateTaskPipeline:
if tts_publisher:
tts_publisher.publish(queue_message)
self._task_state.answer += delta_text
yield self._text_chunk_to_stream_response(
delta_text, from_variable_selector=event.from_variable_selector
)
@ -557,7 +554,7 @@ class WorkflowAppGenerateTaskPipeline:
tts_publisher.publish(None)
def _save_workflow_app_log(self, *, session: Session, workflow_execution: WorkflowExecution) -> None:
workflow_run = session.scalar(select(WorkflowRun).where(WorkflowRun.id == workflow_execution.id))
workflow_run = session.scalar(select(WorkflowRun).where(WorkflowRun.id == workflow_execution.id_))
assert workflow_run is not None
invoke_from = self._application_generate_entity.invoke_from
if invoke_from == InvokeFrom.SERVICE_API:

4
api/core/app/apps/workflow_app_runner.py
View File

@ -29,8 +29,8 @@ from core.app.entities.queue_entities import (
QueueWorkflowStartedEvent,
QueueWorkflowSucceededEvent,
)
from core.workflow.entities.node_entities import NodeRunMetadataKey
from core.workflow.entities.variable_pool import VariablePool
from core.workflow.entities.workflow_node_execution import WorkflowNodeExecutionMetadataKey
from core.workflow.graph_engine.entities.event import (
AgentLogEvent,
GraphEngineEvent,
@ -295,7 +295,7 @@ class WorkflowBasedAppRunner(AppRunner):
inputs: Mapping[str, Any] | None = {}
process_data: Mapping[str, Any] | None = {}
outputs: Mapping[str, Any] | None = {}
execution_metadata: Mapping[NodeRunMetadataKey, Any] | None = {}
execution_metadata: Mapping[WorkflowNodeExecutionMetadataKey, Any] | None = {}
if node_run_result:
inputs = node_run_result.inputs
process_data = node_run_result.process_data