inline void PadImageStyleMemset(const tflite::PadParams& op_params,
                                const RuntimeShape& input_shape,
                                const T* input_data, const P* pad_value_ptr,
                                const RuntimeShape& output_shape,
                                T* output_data) {
  ruy::profiler::ScopeLabel label("PadImageStyle");
  const RuntimeShape ext_input_shape =
      RuntimeShape::ExtendedShape(4, input_shape);
  const RuntimeShape ext_output_shape =
      RuntimeShape::ExtendedShape(4, output_shape);
  TFLITE_DCHECK_LE(op_params.left_padding_count, 4);
  TFLITE_DCHECK_LE(op_params.right_padding_count, 4);

  // Pad kernels are limited to max 4 dimensions. Copy inputs so we can pad them
  // to 4 dims (yes, we are "padding the padding").
  std::vector<int> left_padding_copy(4, 0);
  const int left_padding_extend = 4 - op_params.left_padding_count;
  for (int i = 0; i < op_params.left_padding_count; ++i) {
    left_padding_copy[left_padding_extend + i] = op_params.left_padding[i];
  }
  std::vector<int> right_padding_copy(4, 0);
  const int right_padding_extend = 4 - op_params.right_padding_count;
  for (int i = 0; i < op_params.right_padding_count; ++i) {
    right_padding_copy[right_padding_extend + i] = op_params.right_padding[i];
  }
  // The following padding restrictions are contractual requirements, and
  // embody what it means for a padding op to be "image-style".
  TFLITE_DCHECK_EQ(left_padding_copy[0], 0);
  TFLITE_DCHECK_EQ(left_padding_copy[3], 0);
  TFLITE_DCHECK_EQ(right_padding_copy[0], 0);
  TFLITE_DCHECK_EQ(right_padding_copy[3], 0);

  const int batch = MatchingDim(ext_input_shape, 0, ext_output_shape, 0);
  const int output_height = ext_output_shape.Dims(1);
  const int output_width = ext_output_shape.Dims(2);
  const int input_height = ext_input_shape.Dims(1);
  const int input_width = ext_input_shape.Dims(2);
  const int depth = MatchingDim(ext_input_shape, 3, ext_output_shape, 3);

  const int left_h_padding = left_padding_copy[1];
  const int left_w_padding = left_padding_copy[2];
  const int right_h_padding = right_padding_copy[1];
  const int right_w_padding = right_padding_copy[2];

  TFLITE_DCHECK_EQ(output_height,
                   input_height + left_h_padding + right_h_padding);
  TFLITE_DCHECK_EQ(output_width,
                   input_width + left_w_padding + right_w_padding);

  const T pad_value = *pad_value_ptr;
  const int top_block_size = left_h_padding * output_width * depth;
  const size_t num_top_block_bytes = top_block_size * sizeof(T);
  const int bottom_block_size = right_h_padding * output_width * depth;
  const size_t num_bottom_block_bytes = bottom_block_size * sizeof(T);
  const int left_blocks_size = left_w_padding * depth;
  const size_t num_left_block_bytes = left_blocks_size * sizeof(T);
  const int right_blocks_size = right_w_padding * depth;
  const size_t num_right_block_bytes = right_blocks_size * sizeof(T);
  const int inner_line_size = input_width * depth;
  const size_t num_inner_line_bytes = inner_line_size * sizeof(T);

  if (input_height == 0) {
    memset(output_data, pad_value,
           num_top_block_bytes + num_bottom_block_bytes);
  } else {
    for (int i = 0; i < batch; ++i) {
      // For each image in the batch, apply the top padding, then iterate
      // through rows, then apply the bottom padding.
      //
      // By unwinding one iteration, we can combine the first left-margin
      // padding with the top padding, and the last right-margin padding with
      // the bottom padding.
      memset(output_data, pad_value,
             num_top_block_bytes + num_left_block_bytes);
      output_data += top_block_size + left_blocks_size;
      memcpy(output_data, input_data, num_inner_line_bytes);
      input_data += inner_line_size;
      output_data += inner_line_size;
      // One iteration unwound.
      // Unwinding this loop affords the opportunity to reorder the loop work
      // and hence combine memset() calls.
      //
      // Before unwinding:
      // for (int j = 0; j < input_height; ++j) {
      //   // Pad on left, copy central data, pad on right.
      //   memset(output_data, pad_value, num_left_block_bytes);
      //   output_data += left_blocks_size;
      //   memcpy(output_data, input_data, num_inner_line_bytes);
      //   input_data += inner_line_size;
      //   output_data += inner_line_size;
      //   memset(output_data, pad_value, num_right_block_bytes);
      //   output_data += right_blocks_size;
      // }
      for (int j = 1; j < input_height; ++j) {
        memset(output_data, pad_value,
               num_right_block_bytes + num_left_block_bytes);
        output_data += right_blocks_size + left_blocks_size;
        memcpy(output_data, input_data, num_inner_line_bytes);
        input_data += inner_line_size;
        output_data += inner_line_size;
      }
      memset(output_data, pad_value,
             num_right_block_bytes + num_bottom_block_bytes);
      output_data += right_blocks_size + bottom_block_size;
    }
  }
}
inline void PadImageStyleMemset(const tflite::PadParams& op_params,
                                const RuntimeShape& input_shape,
                                const T* input_data, const P* pad_value_ptr,
                                const RuntimeShape& output_shape,
                                T* output_data) {
  ruy::profiler::ScopeLabel label("PadImageStyle");
  const RuntimeShape ext_input_shape =
      RuntimeShape::ExtendedShape(4, input_shape);
  const RuntimeShape ext_output_shape =
      RuntimeShape::ExtendedShape(4, output_shape);
  TFLITE_DCHECK_LE(op_params.left_padding_count, 4);
  TFLITE_DCHECK_LE(op_params.right_padding_count, 4);

   
   
  std::vector<int> left_padding_copy(4, 0);
  const int left_padding_extend = 4 - op_params.left_padding_count;
  for (int i = 0; i < op_params.left_padding_count; ++i) {
    left_padding_copy[left_padding_extend + i] = op_params.left_padding[i];
  }
  std::vector<int> right_padding_copy(4, 0);
  const int right_padding_extend = 4 - op_params.right_padding_count;
  for (int i = 0; i < op_params.right_padding_count; ++i) {
    right_padding_copy[right_padding_extend + i] = op_params.right_padding[i];
  }
   
   
  TFLITE_DCHECK_EQ(left_padding_copy[0], 0);
  TFLITE_DCHECK_EQ(left_padding_copy[3], 0);
  TFLITE_DCHECK_EQ(right_padding_copy[0], 0);
  TFLITE_DCHECK_EQ(right_padding_copy[3], 0);

  const int batch = MatchingDim(ext_input_shape, 0, ext_output_shape, 0);
  const int output_height = ext_output_shape.Dims(1);
  const int output_width = ext_output_shape.Dims(2);
  const int input_height = ext_input_shape.Dims(1);
  const int input_width = ext_input_shape.Dims(2);
  const int depth = MatchingDim(ext_input_shape, 3, ext_output_shape, 3);

  const int left_h_padding = left_padding_copy[1];
  const int left_w_padding = left_padding_copy[2];
  const int right_h_padding = right_padding_copy[1];
  const int right_w_padding = right_padding_copy[2];

  TFLITE_DCHECK_EQ(output_height,
                   input_height + left_h_padding + right_h_padding);
  TFLITE_DCHECK_EQ(output_width,
                   input_width + left_w_padding + right_w_padding);

  const T pad_value = *pad_value_ptr;
  const int top_block_size = left_h_padding * output_width * depth;
  const size_t num_top_block_bytes = top_block_size * sizeof(T);
  const int bottom_block_size = right_h_padding * output_width * depth;
  const size_t num_bottom_block_bytes = bottom_block_size * sizeof(T);
  const int left_blocks_size = left_w_padding * depth;
  const size_t num_left_block_bytes = left_blocks_size * sizeof(T);
  const int right_blocks_size = right_w_padding * depth;
  const size_t num_right_block_bytes = right_blocks_size * sizeof(T);
  const int inner_line_size = input_width * depth;
  const size_t num_inner_line_bytes = inner_line_size * sizeof(T);

  if (input_height == 0) {
    memset(output_data, pad_value,
           num_top_block_bytes + num_bottom_block_bytes);
  } else {
    for (int i = 0; i < batch; ++i) {
       
       
       
       
       
       
      memset(output_data, pad_value,
             num_top_block_bytes + num_left_block_bytes);
      output_data += top_block_size + left_blocks_size;
      memcpy(output_data, input_data, num_inner_line_bytes);
      input_data += inner_line_size;
      output_data += inner_line_size;
       
       
       
       
       
       
       
       
       
       
       
       
       
       
       
      for (int j = 1; j < input_height; ++j) {
        memset(output_data, pad_value,
               num_right_block_bytes + num_left_block_bytes);
        output_data += right_blocks_size + left_blocks_size;
        memcpy(output_data, input_data, num_inner_line_bytes);
        input_data += inner_line_size;
        output_data += inner_line_size;
      }
      memset(output_data, pad_value,
             num_right_block_bytes + num_bottom_block_bytes);
      output_data += right_blocks_size + bottom_block_size;
    }
  }
}