code: def testSelectAndScatter(self):
      for dtype in set(self.numeric_types).intersection(
          set([dtypes.bfloat16.as_numpy_dtype, np.float32])
      ):
  
          @function.Defun(
              dtype, dtype
          )  # pylint: disable=cell-var-from-loop
          def add_scatter(x, y):
              return x + y
  
          @function.Defun(
              dtype, dtype
          )  # pylint: disable=cell-var-from-loop
          def ge_select(x, y):
              return x >= y
  
          def test_fn(operand, source):
              return xla.select_and_scatter(
                  operand,
                  window_dimensions=[2, 3, 1, 1],
                  window_strides=[2, 2, 1, 1],
                  padding=[[0, 0]] * 4,
                  source=source,
                  init_value=0,
                  select=ge_select,  # pylint: disable=cell-var-from-loop
                  scatter=add_scatter,  # pylint: disable=cell-var-from-loop
              )
  
          self._assertOpOutputMatchesExpected(
              test_fn,
              args=(
                  np.array(
                      [
                          [7, 2, 5, 3, 8],
                          [3, 8, 9, 3, 4],
                          [1, 5, 7, 5, 6],
                          [0, 6, 2, 10, 2],
                      ],
                      dtype=dtype,
                  ).reshape((4, 5, 1, 1)),
                  np.array([[2, 6], [3, 1]], dtype=dtype).reshape(
                      (2, 2, 1, 1)
                  ),
              ),
              expected=np.array(
                  [
                      [0, 0, 0, 0, 0],
                      [0, 0, 8, 0, 0],
                      [0, 0, 3, 0, 0],
                      [0, 0, 0, 1, 0],
                  ],
                  dtype=dtype,
              ).reshape((4, 5, 1, 1)),
          )
  
imports: import functools
  from absl.testing import parameterized
  import numpy
  from tensorflow.compiler.tests import xla_test
  from tensorflow.compiler.tf2xla.ops import gen_xla_ops
  from tensorflow.compiler.tf2xla.python import xla
  from local_xla.xla import xla_data_pb2
  from tensorflow.python.eager import def_function
  from tensorflow.python.framework import dtypes
  from tensorflow.python.framework import errors
  from tensorflow.python.framework import function
  from tensorflow.python.framework import ops
  from tensorflow.python.framework import tensor_shape
  from tensorflow.python.framework import test_util
  from tensorflow.python.ops import array_ops
  from tensorflow.python.ops import array_ops_stack
  from tensorflow.python.ops import random_ops_util
  from tensorflow.python.platform import googletest
label_desc: Use image node_id 21 for calling the XlaOpsNumericalTest obj's underlying member method code with example usage: obj.testSelectAndScatter() and returns: unknown, unknown, xla