code: def _select_and_gather_add_transpose(
      t,
      tangents,
      operand,
      *,
      select_prim,
      window_dimensions,
      window_strides,
      padding,
      base_dilation,
      window_dilation,
  ):
      assert select_prim in (lax.le_p, lax.ge_p)
      assert ad.is_undefined_primal(
          tangents
      ) and not ad.is_undefined_primal(operand)
      if any(d != 1 for d in window_dilation):
          msg = (
              "VJP not implemented for select_and_gather (MaxPool) with window "
              "dilation, got window_dilation={}."
          )
          raise NotImplementedError(msg.format(window_dilation))
      if type(t) is ad_util.Zero:
          return [ad_util.Zero(tangents.aval), None]
      has_base_dilation = any(d != 1 for d in base_dilation)
      if has_base_dilation:
          select_identity = (
              lax._get_max_identity
              if select_prim is lax.ge_p
              else lax._get_min_identity
          )
          operand = lax.pad(
              operand,
              select_identity(operand.dtype),
              tuple((0, 0, d - 1) for d in base_dilation),
          )
      result = _select_and_scatter_add(
          t,
          operand,
          select_prim,
          window_dimensions,
          window_strides,
          padding,
      )
      if has_base_dilation:
          result = slicing.slice(
              result,
              (0,) * len(result.shape),
              result.shape,
              base_dilation,
          )
      return [result, None]
  
imports: from __future__ import annotations
  from collections.abc import Sequence
  from functools import partial
  from typing import Callable
  import warnings
  import numpy
  from jax import tree_util
  from jax._src import ad_util
  from jax._src import core
  from jax._src import dispatch
  from jax._src import dtypes
  from jax._src import util
  from jax._src.core import ShapedArray, ConcreteArray
  from jax._src.interpreters import ad
  from jax._src.interpreters import batching
  from jax._src.interpreters import mlir
  from jax._src.lax import lax
  from jax._src.lax import convolution
  from jax._src.lax import slicing
  from jax._src.lib.mlir import ir
  from jax._src.lib.mlir.dialects import hlo
  from jax._src.numpy.ufuncs import logaddexp
  from jax._src.typing import Array
label_desc: Use image node_id 32 for calling a global function with example usage: _select_and_gather_add_transpose(t, tangents, operand) and returns: list, list