- from collections.abc import Mapping, Sequence
 - from enum import StrEnum, auto
 - from typing import Any
 - 
 - from pydantic import BaseModel, ConfigDict, Field
 - 
 - from core.model_runtime.entities.llm_entities import LLMResult, LLMUsage
 - from core.rag.entities.citation_metadata import RetrievalSourceMetadata
 - from core.workflow.entities.node_entities import AgentNodeStrategyInit
 - from core.workflow.entities.workflow_node_execution import WorkflowNodeExecutionMetadataKey, WorkflowNodeExecutionStatus
 - 
 - 
 - class AnnotationReplyAccount(BaseModel):
 -     id: str
 -     name: str
 - 
 - 
 - class AnnotationReply(BaseModel):
 -     id: str
 -     account: AnnotationReplyAccount
 - 
 - 
 - class TaskStateMetadata(BaseModel):
 -     annotation_reply: AnnotationReply | None = None
 -     retriever_resources: Sequence[RetrievalSourceMetadata] = Field(default_factory=list)
 -     usage: LLMUsage | None = None
 - 
 - 
 - class TaskState(BaseModel):
 -     """
 -     TaskState entity
 -     """
 - 
 -     metadata: TaskStateMetadata = Field(default_factory=TaskStateMetadata)
 - 
 - 
 - class EasyUITaskState(TaskState):
 -     """
 -     EasyUITaskState entity
 -     """
 - 
 -     llm_result: LLMResult
 - 
 - 
 - class WorkflowTaskState(TaskState):
 -     """
 -     WorkflowTaskState entity
 -     """
 - 
 -     answer: str = ""
 - 
 - 
 - class StreamEvent(StrEnum):
 -     """
 -     Stream event
 -     """
 - 
 -     PING = auto()
 -     ERROR = auto()
 -     MESSAGE = auto()
 -     MESSAGE_END = auto()
 -     TTS_MESSAGE = auto()
 -     TTS_MESSAGE_END = auto()
 -     MESSAGE_FILE = auto()
 -     MESSAGE_REPLACE = auto()
 -     AGENT_THOUGHT = auto()
 -     AGENT_MESSAGE = auto()
 -     WORKFLOW_STARTED = auto()
 -     WORKFLOW_FINISHED = auto()
 -     NODE_STARTED = auto()
 -     NODE_FINISHED = auto()
 -     NODE_RETRY = auto()
 -     PARALLEL_BRANCH_STARTED = auto()
 -     PARALLEL_BRANCH_FINISHED = auto()
 -     ITERATION_STARTED = auto()
 -     ITERATION_NEXT = auto()
 -     ITERATION_COMPLETED = auto()
 -     LOOP_STARTED = auto()
 -     LOOP_NEXT = auto()
 -     LOOP_COMPLETED = auto()
 -     TEXT_CHUNK = auto()
 -     TEXT_REPLACE = auto()
 -     AGENT_LOG = auto()
 - 
 - 
 - class StreamResponse(BaseModel):
 -     """
 -     StreamResponse entity
 -     """
 - 
 -     event: StreamEvent
 -     task_id: str
 - 
 - 
 - class ErrorStreamResponse(StreamResponse):
 -     """
 -     ErrorStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.ERROR
 -     err: Exception
 -     model_config = ConfigDict(arbitrary_types_allowed=True)
 - 
 - 
 - class MessageStreamResponse(StreamResponse):
 -     """
 -     MessageStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.MESSAGE
 -     id: str
 -     answer: str
 -     from_variable_selector: list[str] | None = None
 - 
 - 
 - class MessageAudioStreamResponse(StreamResponse):
 -     """
 -     MessageStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.TTS_MESSAGE
 -     audio: str
 - 
 - 
 - class MessageAudioEndStreamResponse(StreamResponse):
 -     """
 -     MessageStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.TTS_MESSAGE_END
 -     audio: str
 - 
 - 
 - class MessageEndStreamResponse(StreamResponse):
 -     """
 -     MessageEndStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.MESSAGE_END
 -     id: str
 -     metadata: dict = Field(default_factory=dict)
 -     files: Sequence[Mapping[str, Any]] | None = None
 - 
 - 
 - class MessageFileStreamResponse(StreamResponse):
 -     """
 -     MessageFileStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.MESSAGE_FILE
 -     id: str
 -     type: str
 -     belongs_to: str
 -     url: str
 - 
 - 
 - class MessageReplaceStreamResponse(StreamResponse):
 -     """
 -     MessageReplaceStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.MESSAGE_REPLACE
 -     answer: str
 -     reason: str
 - 
 - 
 - class AgentThoughtStreamResponse(StreamResponse):
 -     """
 -     AgentThoughtStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.AGENT_THOUGHT
 -     id: str
 -     position: int
 -     thought: str | None = None
 -     observation: str | None = None
 -     tool: str | None = None
 -     tool_labels: dict | None = None
 -     tool_input: str | None = None
 -     message_files: list[str] | None = None
 - 
 - 
 - class AgentMessageStreamResponse(StreamResponse):
 -     """
 -     AgentMessageStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.AGENT_MESSAGE
 -     id: str
 -     answer: str
 - 
 - 
 - class WorkflowStartStreamResponse(StreamResponse):
 -     """
 -     WorkflowStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         workflow_id: str
 -         inputs: Mapping[str, Any]
 -         created_at: int
 - 
 -     event: StreamEvent = StreamEvent.WORKFLOW_STARTED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class WorkflowFinishStreamResponse(StreamResponse):
 -     """
 -     WorkflowFinishStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         workflow_id: str
 -         status: str
 -         outputs: Mapping[str, Any] | None = None
 -         error: str | None = None
 -         elapsed_time: float
 -         total_tokens: int
 -         total_steps: int
 -         created_by: dict | None = None
 -         created_at: int
 -         finished_at: int
 -         exceptions_count: int | None = 0
 -         files: Sequence[Mapping[str, Any]] | None = []
 - 
 -     event: StreamEvent = StreamEvent.WORKFLOW_FINISHED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class NodeStartStreamResponse(StreamResponse):
 -     """
 -     NodeStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         index: int
 -         predecessor_node_id: str | None = None
 -         inputs: Mapping[str, Any] | None = None
 -         created_at: int
 -         extras: dict = Field(default_factory=dict)
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 -         parent_parallel_id: str | None = None
 -         parent_parallel_start_node_id: str | None = None
 -         iteration_id: str | None = None
 -         loop_id: str | None = None
 -         parallel_run_id: str | None = None
 -         agent_strategy: AgentNodeStrategyInit | None = None
 - 
 -     event: StreamEvent = StreamEvent.NODE_STARTED
 -     workflow_run_id: str
 -     data: Data
 - 
 -     def to_ignore_detail_dict(self):
 -         return {
 -             "event": self.event.value,
 -             "task_id": self.task_id,
 -             "workflow_run_id": self.workflow_run_id,
 -             "data": {
 -                 "id": self.data.id,
 -                 "node_id": self.data.node_id,
 -                 "node_type": self.data.node_type,
 -                 "title": self.data.title,
 -                 "index": self.data.index,
 -                 "predecessor_node_id": self.data.predecessor_node_id,
 -                 "inputs": None,
 -                 "created_at": self.data.created_at,
 -                 "extras": {},
 -                 "parallel_id": self.data.parallel_id,
 -                 "parallel_start_node_id": self.data.parallel_start_node_id,
 -                 "parent_parallel_id": self.data.parent_parallel_id,
 -                 "parent_parallel_start_node_id": self.data.parent_parallel_start_node_id,
 -                 "iteration_id": self.data.iteration_id,
 -                 "loop_id": self.data.loop_id,
 -             },
 -         }
 - 
 - 
 - class NodeFinishStreamResponse(StreamResponse):
 -     """
 -     NodeFinishStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         index: int
 -         predecessor_node_id: str | None = None
 -         inputs: Mapping[str, Any] | None = None
 -         process_data: Mapping[str, Any] | None = None
 -         outputs: Mapping[str, Any] | None = None
 -         status: str
 -         error: str | None = None
 -         elapsed_time: float
 -         execution_metadata: Mapping[WorkflowNodeExecutionMetadataKey, Any] | None = None
 -         created_at: int
 -         finished_at: int
 -         files: Sequence[Mapping[str, Any]] | None = []
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 -         parent_parallel_id: str | None = None
 -         parent_parallel_start_node_id: str | None = None
 -         iteration_id: str | None = None
 -         loop_id: str | None = None
 - 
 -     event: StreamEvent = StreamEvent.NODE_FINISHED
 -     workflow_run_id: str
 -     data: Data
 - 
 -     def to_ignore_detail_dict(self):
 -         return {
 -             "event": self.event.value,
 -             "task_id": self.task_id,
 -             "workflow_run_id": self.workflow_run_id,
 -             "data": {
 -                 "id": self.data.id,
 -                 "node_id": self.data.node_id,
 -                 "node_type": self.data.node_type,
 -                 "title": self.data.title,
 -                 "index": self.data.index,
 -                 "predecessor_node_id": self.data.predecessor_node_id,
 -                 "inputs": None,
 -                 "process_data": None,
 -                 "outputs": None,
 -                 "status": self.data.status,
 -                 "error": None,
 -                 "elapsed_time": self.data.elapsed_time,
 -                 "execution_metadata": None,
 -                 "created_at": self.data.created_at,
 -                 "finished_at": self.data.finished_at,
 -                 "files": [],
 -                 "parallel_id": self.data.parallel_id,
 -                 "parallel_start_node_id": self.data.parallel_start_node_id,
 -                 "parent_parallel_id": self.data.parent_parallel_id,
 -                 "parent_parallel_start_node_id": self.data.parent_parallel_start_node_id,
 -                 "iteration_id": self.data.iteration_id,
 -                 "loop_id": self.data.loop_id,
 -             },
 -         }
 - 
 - 
 - class NodeRetryStreamResponse(StreamResponse):
 -     """
 -     NodeFinishStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         index: int
 -         predecessor_node_id: str | None = None
 -         inputs: Mapping[str, Any] | None = None
 -         process_data: Mapping[str, Any] | None = None
 -         outputs: Mapping[str, Any] | None = None
 -         status: str
 -         error: str | None = None
 -         elapsed_time: float
 -         execution_metadata: Mapping[WorkflowNodeExecutionMetadataKey, Any] | None = None
 -         created_at: int
 -         finished_at: int
 -         files: Sequence[Mapping[str, Any]] | None = []
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 -         parent_parallel_id: str | None = None
 -         parent_parallel_start_node_id: str | None = None
 -         iteration_id: str | None = None
 -         loop_id: str | None = None
 -         retry_index: int = 0
 - 
 -     event: StreamEvent = StreamEvent.NODE_RETRY
 -     workflow_run_id: str
 -     data: Data
 - 
 -     def to_ignore_detail_dict(self):
 -         return {
 -             "event": self.event.value,
 -             "task_id": self.task_id,
 -             "workflow_run_id": self.workflow_run_id,
 -             "data": {
 -                 "id": self.data.id,
 -                 "node_id": self.data.node_id,
 -                 "node_type": self.data.node_type,
 -                 "title": self.data.title,
 -                 "index": self.data.index,
 -                 "predecessor_node_id": self.data.predecessor_node_id,
 -                 "inputs": None,
 -                 "process_data": None,
 -                 "outputs": None,
 -                 "status": self.data.status,
 -                 "error": None,
 -                 "elapsed_time": self.data.elapsed_time,
 -                 "execution_metadata": None,
 -                 "created_at": self.data.created_at,
 -                 "finished_at": self.data.finished_at,
 -                 "files": [],
 -                 "parallel_id": self.data.parallel_id,
 -                 "parallel_start_node_id": self.data.parallel_start_node_id,
 -                 "parent_parallel_id": self.data.parent_parallel_id,
 -                 "parent_parallel_start_node_id": self.data.parent_parallel_start_node_id,
 -                 "iteration_id": self.data.iteration_id,
 -                 "loop_id": self.data.loop_id,
 -                 "retry_index": self.data.retry_index,
 -             },
 -         }
 - 
 - 
 - class ParallelBranchStartStreamResponse(StreamResponse):
 -     """
 -     ParallelBranchStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         parallel_id: str
 -         parallel_branch_id: str
 -         parent_parallel_id: str | None = None
 -         parent_parallel_start_node_id: str | None = None
 -         iteration_id: str | None = None
 -         loop_id: str | None = None
 -         created_at: int
 - 
 -     event: StreamEvent = StreamEvent.PARALLEL_BRANCH_STARTED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class ParallelBranchFinishedStreamResponse(StreamResponse):
 -     """
 -     ParallelBranchFinishedStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         parallel_id: str
 -         parallel_branch_id: str
 -         parent_parallel_id: str | None = None
 -         parent_parallel_start_node_id: str | None = None
 -         iteration_id: str | None = None
 -         loop_id: str | None = None
 -         status: str
 -         error: str | None = None
 -         created_at: int
 - 
 -     event: StreamEvent = StreamEvent.PARALLEL_BRANCH_FINISHED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class IterationNodeStartStreamResponse(StreamResponse):
 -     """
 -     NodeStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         created_at: int
 -         extras: dict = Field(default_factory=dict)
 -         metadata: Mapping = {}
 -         inputs: Mapping = {}
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 - 
 -     event: StreamEvent = StreamEvent.ITERATION_STARTED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class IterationNodeNextStreamResponse(StreamResponse):
 -     """
 -     NodeStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         index: int
 -         created_at: int
 -         pre_iteration_output: Any | None = None
 -         extras: dict = Field(default_factory=dict)
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 -         parallel_mode_run_id: str | None = None
 -         duration: float | None = None
 - 
 -     event: StreamEvent = StreamEvent.ITERATION_NEXT
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class IterationNodeCompletedStreamResponse(StreamResponse):
 -     """
 -     NodeCompletedStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         outputs: Mapping | None = None
 -         created_at: int
 -         extras: dict | None = None
 -         inputs: Mapping | None = None
 -         status: WorkflowNodeExecutionStatus
 -         error: str | None = None
 -         elapsed_time: float
 -         total_tokens: int
 -         execution_metadata: Mapping | None = None
 -         finished_at: int
 -         steps: int
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 - 
 -     event: StreamEvent = StreamEvent.ITERATION_COMPLETED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class LoopNodeStartStreamResponse(StreamResponse):
 -     """
 -     NodeStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         created_at: int
 -         extras: dict = Field(default_factory=dict)
 -         metadata: Mapping = {}
 -         inputs: Mapping = {}
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 - 
 -     event: StreamEvent = StreamEvent.LOOP_STARTED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class LoopNodeNextStreamResponse(StreamResponse):
 -     """
 -     NodeStartStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         index: int
 -         created_at: int
 -         pre_loop_output: Any | None = None
 -         extras: dict = Field(default_factory=dict)
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 -         parallel_mode_run_id: str | None = None
 -         duration: float | None = None
 - 
 -     event: StreamEvent = StreamEvent.LOOP_NEXT
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class LoopNodeCompletedStreamResponse(StreamResponse):
 -     """
 -     NodeCompletedStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         node_id: str
 -         node_type: str
 -         title: str
 -         outputs: Mapping | None = None
 -         created_at: int
 -         extras: dict | None = None
 -         inputs: Mapping | None = None
 -         status: WorkflowNodeExecutionStatus
 -         error: str | None = None
 -         elapsed_time: float
 -         total_tokens: int
 -         execution_metadata: Mapping | None = None
 -         finished_at: int
 -         steps: int
 -         parallel_id: str | None = None
 -         parallel_start_node_id: str | None = None
 - 
 -     event: StreamEvent = StreamEvent.LOOP_COMPLETED
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class TextChunkStreamResponse(StreamResponse):
 -     """
 -     TextChunkStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         text: str
 -         from_variable_selector: list[str] | None = None
 - 
 -     event: StreamEvent = StreamEvent.TEXT_CHUNK
 -     data: Data
 - 
 - 
 - class TextReplaceStreamResponse(StreamResponse):
 -     """
 -     TextReplaceStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         text: str
 - 
 -     event: StreamEvent = StreamEvent.TEXT_REPLACE
 -     data: Data
 - 
 - 
 - class PingStreamResponse(StreamResponse):
 -     """
 -     PingStreamResponse entity
 -     """
 - 
 -     event: StreamEvent = StreamEvent.PING
 - 
 - 
 - class AppStreamResponse(BaseModel):
 -     """
 -     AppStreamResponse entity
 -     """
 - 
 -     stream_response: StreamResponse
 - 
 - 
 - class ChatbotAppStreamResponse(AppStreamResponse):
 -     """
 -     ChatbotAppStreamResponse entity
 -     """
 - 
 -     conversation_id: str
 -     message_id: str
 -     created_at: int
 - 
 - 
 - class CompletionAppStreamResponse(AppStreamResponse):
 -     """
 -     CompletionAppStreamResponse entity
 -     """
 - 
 -     message_id: str
 -     created_at: int
 - 
 - 
 - class WorkflowAppStreamResponse(AppStreamResponse):
 -     """
 -     WorkflowAppStreamResponse entity
 -     """
 - 
 -     workflow_run_id: str | None = None
 - 
 - 
 - class AppBlockingResponse(BaseModel):
 -     """
 -     AppBlockingResponse entity
 -     """
 - 
 -     task_id: str
 - 
 - 
 - class ChatbotAppBlockingResponse(AppBlockingResponse):
 -     """
 -     ChatbotAppBlockingResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         mode: str
 -         conversation_id: str
 -         message_id: str
 -         answer: str
 -         metadata: dict = Field(default_factory=dict)
 -         created_at: int
 - 
 -     data: Data
 - 
 - 
 - class CompletionAppBlockingResponse(AppBlockingResponse):
 -     """
 -     CompletionAppBlockingResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         mode: str
 -         message_id: str
 -         answer: str
 -         metadata: dict = Field(default_factory=dict)
 -         created_at: int
 - 
 -     data: Data
 - 
 - 
 - class WorkflowAppBlockingResponse(AppBlockingResponse):
 -     """
 -     WorkflowAppBlockingResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         id: str
 -         workflow_id: str
 -         status: str
 -         outputs: Mapping[str, Any] | None = None
 -         error: str | None = None
 -         elapsed_time: float
 -         total_tokens: int
 -         total_steps: int
 -         created_at: int
 -         finished_at: int
 - 
 -     workflow_run_id: str
 -     data: Data
 - 
 - 
 - class AgentLogStreamResponse(StreamResponse):
 -     """
 -     AgentLogStreamResponse entity
 -     """
 - 
 -     class Data(BaseModel):
 -         """
 -         Data entity
 -         """
 - 
 -         node_execution_id: str
 -         id: str
 -         label: str
 -         parent_id: str | None = None
 -         error: str | None = None
 -         status: str
 -         data: Mapping[str, Any]
 -         metadata: Mapping[str, Any] | None = None
 -         node_id: str
 - 
 -     event: StreamEvent = StreamEvent.AGENT_LOG
 -     data: Data
 
 
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