code: def concrete_function_with_attrs(self, attrs):
      func_graph = func_graph_module.FuncGraph("f")
      return cf.ConcreteFunction.from_func_graph(
          func_graph, None, attrs=attrs
      )
  
imports: from absl.testing import parameterized
  from tensorflow.core.framework import attr_value_pb2
  from tensorflow.python.eager.polymorphic_function import atomic_function
  from tensorflow.python.eager.polymorphic_function import concrete_function
  from tensorflow.python.eager.polymorphic_function import polymorphic_function
  from tensorflow.python.framework import constant_op
  from tensorflow.python.framework import func_graph
  from tensorflow.python.framework import ops
  from tensorflow.python.ops import variables
  from tensorflow.python.ops.ragged import ragged_tensor
  from tensorflow.python.platform import test
  from tensorflow.python.util import compat
label_desc: Use image node_id 1 for calling the ConcreteFunctionTest obj's underlying member method code with example usage: obj.concrete_function_with_attrs(attrs) and returns: cf