code: def _begin_node_is_upstream(
      node: base_node.BaseNode, tfx_pipeline: pipeline.Pipeline
  ) -> bool:
      """Checks if a node needs to declare the begin node as its upstream node."""
      # Check if the PipelineInputChannel (whose dependent node ID is the pipeline
      # ID) is either directly or indirectly used for the node inputs.
      return (
          tfx_pipeline.id
          in compiler_utils.get_data_dependent_node_ids(node)
      )
  
imports: import itertools
  from typing import Any, Callable, Dict, Iterator, List, Optional, Tuple, Type, cast
  from tfx import types
  from tfx.dsl.compiler import compiler_context
  from tfx.dsl.compiler import compiler_utils
  from tfx.dsl.compiler import constants
  from tfx.dsl.compiler import node_inputs_compiler
  from tfx.dsl.components.base import base_component
  from tfx.dsl.components.base import base_driver
  from tfx.dsl.components.base import base_node
  from tfx.dsl.experimental.node_execution_options import utils
  from tfx.dsl.placeholder import placeholder
  from tfx.orchestration import data_types
  from tfx.orchestration import data_types_utils
  from tfx.orchestration import pipeline
  from tfx.proto.orchestration import executable_spec_pb2
  from tfx.proto.orchestration import pipeline_pb2
  from tfx.types import channel
  from tfx.types import channel_utils
  from tfx.utils import deprecation_utils
  from tfx.utils import name_utils
label_desc: Use image node_id 11 for calling a global function with example usage: _begin_node_is_upstream(node, tfx_pipeline) and returns: unknown