kernel/filter/filter_features.h

/*
 * Copyright 2011-2017 Blender Foundation
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

CCL_NAMESPACE_BEGIN

#define ccl_get_feature(buffer, pass) (buffer)[(pass)*pass_stride]

/* Loop over the pixels in the range [low.x, high.x) x [low.y, high.y).+ * pixel_buffer always
 * points to the current pixel in the first pass. Repeat the loop for every secondary frame if
 * there are any. */
#define FOR_PIXEL_WINDOW \
  for (int frame = 0; frame < tile_info->num_frames; frame++) { \
    pixel.z = tile_info->frames[frame]; \
    pixel_buffer = buffer + (low.y - rect.y) * buffer_w + (low.x - rect.x) + \
                   frame * frame_stride; \
    for (pixel.y = low.y; pixel.y < high.y; pixel.y++) { \
      for (pixel.x = low.x; pixel.x < high.x; pixel.x++, pixel_buffer++) {

#define END_FOR_PIXEL_WINDOW \
  } \
  pixel_buffer += buffer_w - (high.x - low.x); \
  } \
  }

ccl_device_inline void filter_get_features(int3 pixel,
                                           const ccl_global float *ccl_restrict buffer,
                                           float *features,
                                           bool use_time,
                                           const float *ccl_restrict mean,
                                           int pass_stride)
{
  features[0] = pixel.x;
  features[1] = pixel.y;
  features[2] = fabsf(ccl_get_feature(buffer, 0));
  features[3] = ccl_get_feature(buffer, 1);
  features[4] = ccl_get_feature(buffer, 2);
  features[5] = ccl_get_feature(buffer, 3);
  features[6] = ccl_get_feature(buffer, 4);
  features[7] = ccl_get_feature(buffer, 5);
  features[8] = ccl_get_feature(buffer, 6);
  features[9] = ccl_get_feature(buffer, 7);
  if (use_time) {
    features[10] = pixel.z;
  }
  if (mean) {
    for (int i = 0; i < (use_time ? 11 : 10); i++) {
      features[i] -= mean[i];
    }
  }
}

ccl_device_inline void filter_get_feature_scales(int3 pixel,
                                                 const ccl_global float *ccl_restrict buffer,
                                                 float *scales,
                                                 bool use_time,
                                                 const float *ccl_restrict mean,
                                                 int pass_stride)
{
  scales[0] = fabsf(pixel.x - mean[0]);
  scales[1] = fabsf(pixel.y - mean[1]);
  scales[2] = fabsf(fabsf(ccl_get_feature(buffer, 0)) - mean[2]);
  scales[3] = len_squared(make_float3(ccl_get_feature(buffer, 1) - mean[3],
                                      ccl_get_feature(buffer, 2) - mean[4],
                                      ccl_get_feature(buffer, 3) - mean[5]));
  scales[4] = fabsf(ccl_get_feature(buffer, 4) - mean[6]);
  scales[5] = len_squared(make_float3(ccl_get_feature(buffer, 5) - mean[7],
                                      ccl_get_feature(buffer, 6) - mean[8],
                                      ccl_get_feature(buffer, 7) - mean[9]));
  if (use_time) {
    scales[6] = fabsf(pixel.z - mean[10]);
  }
}

ccl_device_inline void filter_calculate_scale(float *scale, bool use_time)
{
  scale[0] = 1.0f / max(scale[0], 0.01f);
  scale[1] = 1.0f / max(scale[1], 0.01f);
  scale[2] = 1.0f / max(scale[2], 0.01f);
  if (use_time) {
    scale[10] = 1.0f / max(scale[6], 0.01f);
  }
  scale[6] = 1.0f / max(scale[4], 0.01f);
  scale[7] = scale[8] = scale[9] = 1.0f / max(sqrtf(scale[5]), 0.01f);
  scale[3] = scale[4] = scale[5] = 1.0f / max(sqrtf(scale[3]), 0.01f);
}

ccl_device_inline float3 filter_get_color(const ccl_global float *ccl_restrict buffer,
                                          int pass_stride)
{
  return make_float3(
      ccl_get_feature(buffer, 8), ccl_get_feature(buffer, 9), ccl_get_feature(buffer, 10));
}

ccl_device_inline void design_row_add(float *design_row,
                                      int rank,
                                      const ccl_global float *ccl_restrict transform,
                                      int stride,
                                      int row,
                                      float feature,
                                      int transform_row_stride)
{
  for (int i = 0; i < rank; i++) {
    design_row[1 + i] += transform[(row * transform_row_stride + i) * stride] * feature;
  }
}

/* Fill the design row. */
ccl_device_inline void filter_get_design_row_transform(
    int3 p_pixel,
    const ccl_global float *ccl_restrict p_buffer,
    int3 q_pixel,
    const ccl_global float *ccl_restrict q_buffer,
    int pass_stride,
    int rank,
    float *design_row,
    const ccl_global float *ccl_restrict transform,
    int stride,
    bool use_time)
{
  int num_features = use_time ? 11 : 10;

  design_row[0] = 1.0f;
  math_vector_zero(design_row + 1, rank);

#define DESIGN_ROW_ADD(I, F) \
  design_row_add(design_row, rank, transform, stride, I, F, num_features);
  DESIGN_ROW_ADD(0, q_pixel.x - p_pixel.x);
  DESIGN_ROW_ADD(1, q_pixel.y - p_pixel.y);
  DESIGN_ROW_ADD(2, fabsf(ccl_get_feature(q_buffer, 0)) - fabsf(ccl_get_feature(p_buffer, 0)));
  DESIGN_ROW_ADD(3, ccl_get_feature(q_buffer, 1) - ccl_get_feature(p_buffer, 1));
  DESIGN_ROW_ADD(4, ccl_get_feature(q_buffer, 2) - ccl_get_feature(p_buffer, 2));
  DESIGN_ROW_ADD(5, ccl_get_feature(q_buffer, 3) - ccl_get_feature(p_buffer, 3));
  DESIGN_ROW_ADD(6, ccl_get_feature(q_buffer, 4) - ccl_get_feature(p_buffer, 4));
  DESIGN_ROW_ADD(7, ccl_get_feature(q_buffer, 5) - ccl_get_feature(p_buffer, 5));
  DESIGN_ROW_ADD(8, ccl_get_feature(q_buffer, 6) - ccl_get_feature(p_buffer, 6));
  DESIGN_ROW_ADD(9, ccl_get_feature(q_buffer, 7) - ccl_get_feature(p_buffer, 7));
  if (use_time) {
    DESIGN_ROW_ADD(10, q_pixel.z - p_pixel.z)
  }
#undef DESIGN_ROW_ADD
}

CCL_NAMESPACE_END