inline void DepthwiseConv(const uint8* input_data, const Dims<4>& input_dims,
                          int32 input_offset, const uint8* filter_data,
                          const Dims<4>& filter_dims, int32 filter_offset,
                          const int32* bias_data, const Dims<4>& bias_dims,
                          int stride_width, int stride_height, int pad_width,
                          int pad_height, int depth_multiplier,
                          int32 output_offset, int32 output_multiplier,
                          int output_shift, int32 output_activation_min,
                          int32 output_activation_max, uint8* output_data,
                          const Dims<4>& output_dims) {
  DepthwiseConv(input_data, input_dims, input_offset, filter_data, filter_dims,
                filter_offset, bias_data, bias_dims, stride_width,
                stride_height, 1, 1, pad_width, pad_height, depth_multiplier,
                output_offset, output_multiplier, output_shift,
                output_activation_min, output_activation_max, output_data,
                output_dims);
}
inline void DepthwiseConv(const uint8* input_data, const Dims<4>& input_dims,
                          int32 input_offset, const uint8* filter_data,
                          const Dims<4>& filter_dims, int32 filter_offset,
                          const int32* bias_data, const Dims<4>& bias_dims,
                          int stride_width, int stride_height, int pad_width,
                          int pad_height, int depth_multiplier,
                          int32 output_offset, int32 output_multiplier,
                          int output_shift, int32 output_activation_min,
                          int32 output_activation_max, uint8* output_data,
                          const Dims<4>& output_dims) {
  DepthwiseConv(input_data, input_dims, input_offset, filter_data, filter_dims,
                filter_offset, bias_data, bias_dims, stride_width,
                stride_height, 1, 1, pad_width, pad_height, depth_multiplier,
                output_offset, output_multiplier, output_shift,
                output_activation_min, output_activation_max, output_data,
                output_dims);
}