code: def _conv_transpose_pads_to_padtype(
      kernel_sdims, lhs_dilation, padding
  ):
      """Finds the padding type for a transpose convolution."""
      # This is simply checking agreement with lax._conv_transpose_padding.
      is_valid = True
      is_same = True
      if not len(kernel_sdims) == len(lhs_dilation) == len(padding):
          raise ValueError(
              f"Found different lengths for "
              f"kernel_sdims ({kernel_sdims}), "
              f"lhs_dilation ({lhs_dilation}), "
              f"and padding ({padding})."
          )
      for k, s, (begin, end) in zip(
          kernel_sdims, lhs_dilation, padding
      ):
          # Check for VALID padding.
          pad_len_valid = k + s - 2 + builtins.max(k - s, 0)
          pad_a = k - 1
          pad_b = pad_len_valid - pad_a
          if begin != pad_a or end != pad_b:
              is_valid = False
  
          # Check for SAME padding.
          pad_len_same = k + s - 2
          if s > k - 1:
              pad_a = k - 1
          else:
              pad_a = int(np.ceil(pad_len_same / 2))
          pad_b = pad_len_same - pad_a
          if begin != pad_a or end != pad_b:
              is_same = False
  
      if is_valid:
          return "VALID"
      elif is_same:
          return "SAME"
      raise ValueError(
          "Transpose convolution padding mode must be "
          "`SAME` or `VALID`."
      )
  
imports: from __future__ import annotations
  import builtins
  from collections.abc import Sequence
  import dataclasses
  from functools import partial, wraps
  import math
  import string
  from typing import Any, Callable, Optional
  from jax._src import core
  from jax import lax
  from jax._src.lax import slicing
  from jax._src import dtypes
  from jax._src import util
  from jax.experimental.jax2tf import jax2tf
  import numpy
  import tensorflow
label_desc: Use image node_id 9 for calling a global function with example usage: _conv_transpose_pads_to_padtype(kernel_sdims, lhs_dilation, padding) and returns: str, str