|  | @@ -22,7 +22,7 @@ from core.model_runtime.utils.encoders import jsonable_encoder
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				|  |  |  from core.prompt.advanced_prompt_transform import AdvancedPromptTransform
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				|  |  |  from core.prompt.entities.advanced_prompt_entities import CompletionModelPromptTemplate, MemoryConfig
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				|  |  |  from core.prompt.utils.prompt_message_util import PromptMessageUtil
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				|  |  | -from core.variables import ArrayAnySegment, ArrayFileSegment, FileSegment
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				|  |  | +from core.variables import ArrayAnySegment, ArrayFileSegment, FileSegment, NoneSegment
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				|  |  |  from core.workflow.constants import SYSTEM_VARIABLE_NODE_ID
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				|  |  |  from core.workflow.entities.node_entities import NodeRunMetadataKey, NodeRunResult
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				|  |  |  from core.workflow.enums import SystemVariableKey
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				|  | @@ -320,11 +320,12 @@ class LLMNode(BaseNode[LLMNodeData]):
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				|  |  |              variable_selectors = variable_template_parser.extract_variable_selectors()
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				|  |  |  
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				|  |  |          for variable_selector in variable_selectors:
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				|  |  | -            variable_value = self.graph_runtime_state.variable_pool.get(variable_selector.value_selector)
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				|  |  | -            if variable_value is None:
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				|  |  | +            variable = self.graph_runtime_state.variable_pool.get(variable_selector.value_selector)
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				|  |  | +            if variable is None:
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				|  |  |                  raise ValueError(f"Variable {variable_selector.variable} not found")
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				|  |  | -
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				|  |  | -            inputs[variable_selector.variable] = variable_value.to_object()
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				|  |  | +            if isinstance(variable, NoneSegment):
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				|  |  | +                continue
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				|  |  | +            inputs[variable_selector.variable] = variable.to_object()
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				|  |  |  
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				|  |  |          memory = node_data.memory
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				|  |  |          if memory and memory.query_prompt_template:
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				|  | @@ -332,11 +333,12 @@ class LLMNode(BaseNode[LLMNodeData]):
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				|  |  |                  template=memory.query_prompt_template
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				|  |  |              ).extract_variable_selectors()
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				|  |  |              for variable_selector in query_variable_selectors:
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				|  |  | -                variable_value = self.graph_runtime_state.variable_pool.get(variable_selector.value_selector)
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				|  |  | -                if variable_value is None:
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				|  |  | +                variable = self.graph_runtime_state.variable_pool.get(variable_selector.value_selector)
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				|  |  | +                if variable is None:
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				|  |  |                      raise ValueError(f"Variable {variable_selector.variable} not found")
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				|  |  | -
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				|  |  | -                inputs[variable_selector.variable] = variable_value.to_object()
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				|  |  | +                if isinstance(variable, NoneSegment):
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				|  |  | +                    continue
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				|  |  | +                inputs[variable_selector.variable] = variable.to_object()
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				|  |  |  
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				|  |  |          return inputs
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				|  |  |  
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