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FEAT: NEW WORKFLOW ENGINE (#3160)
Co-authored-by: Joel <iamjoel007@gmail.com> Co-authored-by: Yeuoly <admin@srmxy.cn> Co-authored-by: JzoNg <jzongcode@gmail.com> Co-authored-by: StyleZhang <jasonapring2015@outlook.com> Co-authored-by: jyong <jyong@dify.ai> Co-authored-by: nite-knite <nkCoding@gmail.com> Co-authored-by: jyong <718720800@qq.com>
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api/core/workflow/nodes/tool/__init__.py
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api/core/workflow/nodes/tool/__init__.py
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api/core/workflow/nodes/tool/entities.py
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api/core/workflow/nodes/tool/entities.py
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from typing import Literal, Union
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from pydantic import BaseModel, validator
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from core.workflow.entities.base_node_data_entities import BaseNodeData
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ToolParameterValue = Union[str, int, float, bool]
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class ToolEntity(BaseModel):
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provider_id: str
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provider_type: Literal['builtin', 'api']
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provider_name: str # redundancy
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tool_name: str
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tool_label: str # redundancy
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tool_configurations: dict[str, ToolParameterValue]
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class ToolNodeData(BaseNodeData, ToolEntity):
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class ToolInput(BaseModel):
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value: Union[ToolParameterValue, list[str]]
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type: Literal['mixed', 'variable', 'constant']
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@validator('type', pre=True, always=True)
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def check_type(cls, value, values):
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typ = value
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value = values.get('value')
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if typ == 'mixed' and not isinstance(value, str):
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raise ValueError('value must be a string')
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elif typ == 'variable' and not isinstance(value, list):
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raise ValueError('value must be a list')
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elif typ == 'constant' and not isinstance(value, ToolParameterValue):
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raise ValueError('value must be a string, int, float, or bool')
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return typ
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"""
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Tool Node Schema
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"""
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tool_parameters: dict[str, ToolInput]
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api/core/workflow/nodes/tool/tool_node.py
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api/core/workflow/nodes/tool/tool_node.py
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from os import path
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from typing import cast
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from core.callback_handler.workflow_tool_callback_handler import DifyWorkflowCallbackHandler
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from core.file.file_obj import FileTransferMethod, FileType, FileVar
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from core.tools.entities.tool_entities import ToolInvokeMessage
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from core.tools.tool_engine import ToolEngine
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from core.tools.tool_manager import ToolManager
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from core.tools.utils.message_transformer import ToolFileMessageTransformer
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from core.workflow.entities.node_entities import NodeRunMetadataKey, NodeRunResult, NodeType
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from core.workflow.entities.variable_pool import VariablePool
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from core.workflow.nodes.base_node import BaseNode
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from core.workflow.nodes.tool.entities import ToolNodeData
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from core.workflow.utils.variable_template_parser import VariableTemplateParser
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from models.workflow import WorkflowNodeExecutionStatus
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class ToolNode(BaseNode):
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"""
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Tool Node
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"""
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_node_data_cls = ToolNodeData
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_node_type = NodeType.TOOL
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def _run(self, variable_pool: VariablePool) -> NodeRunResult:
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"""
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Run the tool node
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"""
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node_data = cast(ToolNodeData, self.node_data)
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# fetch tool icon
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tool_info = {
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'provider_type': node_data.provider_type,
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'provider_id': node_data.provider_id
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}
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# get parameters
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parameters = self._generate_parameters(variable_pool, node_data)
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# get tool runtime
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try:
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tool_runtime = ToolManager.get_workflow_tool_runtime(self.tenant_id, node_data)
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except Exception as e:
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return NodeRunResult(
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status=WorkflowNodeExecutionStatus.FAILED,
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inputs=parameters,
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metadata={
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NodeRunMetadataKey.TOOL_INFO: tool_info
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},
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error=f'Failed to get tool runtime: {str(e)}'
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)
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try:
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messages = ToolEngine.workflow_invoke(
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tool=tool_runtime,
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tool_parameters=parameters,
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user_id=self.user_id,
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workflow_id=self.workflow_id,
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workflow_tool_callback=DifyWorkflowCallbackHandler()
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)
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except Exception as e:
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return NodeRunResult(
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status=WorkflowNodeExecutionStatus.FAILED,
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inputs=parameters,
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metadata={
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NodeRunMetadataKey.TOOL_INFO: tool_info
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},
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error=f'Failed to invoke tool: {str(e)}',
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)
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# convert tool messages
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plain_text, files = self._convert_tool_messages(messages)
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return NodeRunResult(
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status=WorkflowNodeExecutionStatus.SUCCEEDED,
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outputs={
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'text': plain_text,
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'files': files
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},
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metadata={
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NodeRunMetadataKey.TOOL_INFO: tool_info
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},
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inputs=parameters
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)
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def _generate_parameters(self, variable_pool: VariablePool, node_data: ToolNodeData) -> dict:
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"""
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Generate parameters
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"""
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result = {}
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for parameter_name in node_data.tool_parameters:
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input = node_data.tool_parameters[parameter_name]
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if input.type == 'mixed':
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result[parameter_name] = self._format_variable_template(input.value, variable_pool)
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elif input.type == 'variable':
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result[parameter_name] = variable_pool.get_variable_value(input.value)
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elif input.type == 'constant':
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result[parameter_name] = input.value
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return result
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def _format_variable_template(self, template: str, variable_pool: VariablePool) -> str:
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"""
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Format variable template
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"""
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inputs = {}
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template_parser = VariableTemplateParser(template)
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for selector in template_parser.extract_variable_selectors():
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inputs[selector.variable] = variable_pool.get_variable_value(selector.value_selector)
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return template_parser.format(inputs)
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def _convert_tool_messages(self, messages: list[ToolInvokeMessage]) -> tuple[str, list[FileVar]]:
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"""
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Convert ToolInvokeMessages into tuple[plain_text, files]
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"""
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# transform message and handle file storage
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messages = ToolFileMessageTransformer.transform_tool_invoke_messages(
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messages=messages,
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user_id=self.user_id,
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tenant_id=self.tenant_id,
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conversation_id=None,
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)
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# extract plain text and files
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files = self._extract_tool_response_binary(messages)
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plain_text = self._extract_tool_response_text(messages)
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return plain_text, files
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def _extract_tool_response_binary(self, tool_response: list[ToolInvokeMessage]) -> list[FileVar]:
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"""
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Extract tool response binary
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"""
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result = []
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for response in tool_response:
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if response.type == ToolInvokeMessage.MessageType.IMAGE_LINK or \
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response.type == ToolInvokeMessage.MessageType.IMAGE:
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url = response.message
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ext = path.splitext(url)[1]
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mimetype = response.meta.get('mime_type', 'image/jpeg')
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filename = response.save_as or url.split('/')[-1]
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# get tool file id
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tool_file_id = url.split('/')[-1].split('.')[0]
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result.append(FileVar(
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tenant_id=self.tenant_id,
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type=FileType.IMAGE,
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transfer_method=FileTransferMethod.TOOL_FILE,
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related_id=tool_file_id,
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filename=filename,
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extension=ext,
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mime_type=mimetype,
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))
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elif response.type == ToolInvokeMessage.MessageType.BLOB:
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# get tool file id
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tool_file_id = response.message.split('/')[-1].split('.')[0]
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result.append(FileVar(
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tenant_id=self.tenant_id,
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type=FileType.IMAGE,
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transfer_method=FileTransferMethod.TOOL_FILE,
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related_id=tool_file_id,
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filename=response.save_as,
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extension=path.splitext(response.save_as)[1],
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mime_type=response.meta.get('mime_type', 'application/octet-stream'),
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))
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elif response.type == ToolInvokeMessage.MessageType.LINK:
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pass # TODO:
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return result
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def _extract_tool_response_text(self, tool_response: list[ToolInvokeMessage]) -> str:
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"""
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Extract tool response text
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"""
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return ''.join([
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f'{message.message}\n' if message.type == ToolInvokeMessage.MessageType.TEXT else
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f'Link: {message.message}\n' if message.type == ToolInvokeMessage.MessageType.LINK else ''
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for message in tool_response
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])
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@classmethod
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def _extract_variable_selector_to_variable_mapping(cls, node_data: ToolNodeData) -> dict[str, list[str]]:
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"""
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Extract variable selector to variable mapping
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:param node_data: node data
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:return:
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"""
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result = {}
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for parameter_name in node_data.tool_parameters:
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input = node_data.tool_parameters[parameter_name]
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if input.type == 'mixed':
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selectors = VariableTemplateParser(input.value).extract_variable_selectors()
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for selector in selectors:
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result[selector.variable] = selector.value_selector
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elif input.type == 'variable':
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result[parameter_name] = input.value
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elif input.type == 'constant':
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pass
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return result
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