/*****************************************************************************
 * This file is part of Kvazaar HEVC encoder.
 *
 * Copyright (C) 2013-2015 Tampere University of Technology and others (see
 * COPYING file).
 *
 * Kvazaar is free software: you can redistribute it and/or modify it under
 * the terms of the GNU Lesser General Public License as published by the
 * Free Software Foundation; either version 2.1 of the License, or (at your
 * option) any later version.
 *
 * Kvazaar is distributed in the hope that it will be useful, but WITHOUT ANY
 * WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
 * FOR A PARTICULAR PURPOSE.  See the GNU Lesser General Public License for
 * more details.
 *
 * You should have received a copy of the GNU General Public License along
 * with Kvazaar.  If not, see <http://www.gnu.org/licenses/>.
 ****************************************************************************/

#include "sao.h"
#include "rdo.h"
#include "strategies/strategies-picture.h"

#include <string.h>
#include <stdlib.h>
#include <assert.h>

// Offsets of a and b in relation to c.
// dir_offset[dir][a or b]
// |       |   a   | a     |     a |
// | a c b |   c   |   c   |   c   |
// |       |   b   |     b | b     |
static const vector2d_t g_sao_edge_offsets[SAO_NUM_EO][2] = {
  { { -1, 0 }, { 1, 0 } },
  { { 0, -1 }, { 0, 1 } },
  { { -1, -1 }, { 1, 1 } },
  { { 1, -1 }, { -1, 1 } }
};

// Mapping of edge_idx values to eo-classes.


static int sao_calc_eo_cat(kvz_pixel a, kvz_pixel b, kvz_pixel c)
{
  // Mapping relationships between a, b and c to eo_idx.
  static const int sao_eo_idx_to_eo_category[] = { 1, 2, 0, 3, 4 };

  int eo_idx = 2 + SIGN3((int)c - (int)a) + SIGN3((int)c - (int)b);

  return sao_eo_idx_to_eo_category[eo_idx];
}


int kvz_sao_band_ddistortion(const encoder_state_t * const state, const kvz_pixel *orig_data, const kvz_pixel *rec_data,
                         int block_width, int block_height,
                         int band_pos, int sao_bands[4])
{
  int y, x;
  int shift = state->encoder_control->bitdepth-5;
  int sum = 0;

  for (y = 0; y < block_height; ++y) {
    for (x = 0; x < block_width; ++x) {
      int band = (rec_data[y * block_width + x] >> shift) - band_pos;
      int offset = 0;
      if (band >= 0 && band < 4) {
        offset = sao_bands[band];
      }
      if (offset != 0) {
        int diff = orig_data[y * block_width + x] - rec_data[y * block_width + x];
        // Offset is applied to reconstruction, so it is subtracted from diff.
        sum += (diff - offset) * (diff - offset) - diff * diff;
      }
    }
  }

  return sum;
}


int kvz_sao_edge_ddistortion(const kvz_pixel *orig_data, const kvz_pixel *rec_data,
                         int block_width, int block_height,
                         int eo_class, int offsets[NUM_SAO_EDGE_CATEGORIES])
{
  int y, x;
  int sum = 0;
  vector2d_t a_ofs = g_sao_edge_offsets[eo_class][0];
  vector2d_t b_ofs = g_sao_edge_offsets[eo_class][1];

  for (y = 1; y < block_height - 1; ++y) {
    for (x = 1; x < block_width - 1; ++x) {
      const kvz_pixel *c_data = &rec_data[y * block_width + x];
      kvz_pixel a = c_data[a_ofs.y * block_width + a_ofs.x];
      kvz_pixel c = c_data[0];
      kvz_pixel b = c_data[b_ofs.y * block_width + b_ofs.x];

      int offset = offsets[sao_calc_eo_cat(a, b, c)];

      if (offset != 0) {
        int diff = orig_data[y * block_width + x] - c;
        // Offset is applied to reconstruction, so it is subtracted from diff.
        sum += (diff - offset) * (diff - offset) - diff * diff;
      }
    }
  }

  return sum;
}


void kvz_init_sao_info(sao_info_t *sao) {
  sao->type = SAO_TYPE_NONE;
  sao->merge_left_flag = 0;
  sao->merge_up_flag = 0;
}


static float sao_mode_bits_none(const encoder_state_t * const state, sao_info_t *sao_top, sao_info_t *sao_left)
{
  float mode_bits = 0.0;
  const cabac_data_t * const cabac = &state->cabac;
  const cabac_ctx_t *ctx = NULL;
  // FL coded merges.
  if (sao_left != NULL) {
    ctx = &(cabac->ctx.sao_merge_flag_model);
    mode_bits += CTX_ENTROPY_FBITS(ctx, 0);
  }
  if (sao_top != NULL) {    
    ctx = &(cabac->ctx.sao_merge_flag_model);
    mode_bits += CTX_ENTROPY_FBITS(ctx, 0);
  }

  // TR coded type_idx_, none = 0
  ctx = &(cabac->ctx.sao_type_idx_model);
  mode_bits += CTX_ENTROPY_FBITS(ctx, 0);

  return mode_bits;
}

static float sao_mode_bits_merge(const encoder_state_t * const state,
                                 int8_t merge_cand) {
  float mode_bits = 0.0;
  const cabac_data_t * const cabac = &state->cabac;
  const cabac_ctx_t *ctx = NULL;
  // FL coded merges.
  ctx = &(cabac->ctx.sao_merge_flag_model);

  mode_bits += CTX_ENTROPY_FBITS(ctx, merge_cand == 1);
  if (merge_cand == 1) return mode_bits;
  mode_bits += CTX_ENTROPY_FBITS(ctx, merge_cand == 2);
  return mode_bits;
}


static float sao_mode_bits_edge(const encoder_state_t * const state,
                              int edge_class, int offsets[NUM_SAO_EDGE_CATEGORIES],
                              sao_info_t *sao_top, sao_info_t *sao_left, unsigned buf_cnt)
{
  float mode_bits = 0.0;
  const cabac_data_t * const cabac = &state->cabac;
  const cabac_ctx_t *ctx = NULL;
  // FL coded merges.
  if (sao_left != NULL) {
    ctx = &(cabac->ctx.sao_merge_flag_model);   
    mode_bits += CTX_ENTROPY_FBITS(ctx, 0);
  }
  if (sao_top != NULL) {
    ctx = &(cabac->ctx.sao_merge_flag_model);
    mode_bits += CTX_ENTROPY_FBITS(ctx, 0);
  }

  // TR coded type_idx_, edge = 2 = cMax
  ctx = &(cabac->ctx.sao_type_idx_model);
  mode_bits += CTX_ENTROPY_FBITS(ctx, 1) + 1.0;

  // TR coded offsets.
  for (unsigned buf_index = 0; buf_index < buf_cnt; buf_index++) {
    sao_eo_cat edge_cat;
    for (edge_cat = SAO_EO_CAT1; edge_cat <= SAO_EO_CAT4; ++edge_cat) {
      int abs_offset = abs(offsets[edge_cat+5*buf_index]);
      if (abs_offset == 0 || abs_offset == SAO_ABS_OFFSET_MAX) {
        mode_bits += abs_offset + 1;
      } else {
        mode_bits += abs_offset + 2;
      }
    }    
  }

  mode_bits += 2.0;

  return mode_bits;
}


static float sao_mode_bits_band(const encoder_state_t * const state,
                              int band_position[2], int offsets[10],
                              sao_info_t *sao_top, sao_info_t *sao_left, unsigned buf_cnt)
{
  float mode_bits = 0.0;
  const cabac_data_t * const cabac = &state->cabac;
  const cabac_ctx_t *ctx = NULL;
  // FL coded merges.
  if (sao_left != NULL) {
    ctx = &(cabac->ctx.sao_merge_flag_model);
    mode_bits += CTX_ENTROPY_FBITS(ctx, 0);
  }
  if (sao_top != NULL) {
    ctx = &(cabac->ctx.sao_merge_flag_model);
    mode_bits += CTX_ENTROPY_FBITS(ctx, 0);
  }

  // TR coded sao_type_idx_, band = 1
  ctx = &(cabac->ctx.sao_type_idx_model);
  mode_bits += CTX_ENTROPY_FBITS(ctx, 1) + 1.0;

  // TR coded offsets and possible FL coded offset signs.
  for (unsigned buf_index = 0; buf_index < buf_cnt; buf_index++)
  {
    int i;
    for (i = 0; i < 4; ++i) {
      int abs_offset = abs(offsets[i + 1 + buf_index*5]);
      if (abs_offset == 0) {
        mode_bits += abs_offset + 1;
      } else if(abs_offset == SAO_ABS_OFFSET_MAX) {
        mode_bits += abs_offset + 1 + 1;
      } else {
        mode_bits += abs_offset + 2 + 1;
      }      
    }
  }

  // FL coded band position.
  mode_bits += 5.0 * buf_cnt;

  return mode_bits;
}


/**
 * \brief calculate an array of intensity correlations for each intensity value
 */
static void calc_sao_offset_array(const encoder_control_t * const encoder, const sao_info_t *sao, int *offset, color_t color_i)
{
  int val;
  int values = (1<<encoder->bitdepth);
  int shift = encoder->bitdepth-5;
  int band_pos = (color_i == COLOR_V) ? 1 : 0;

  // Loop through all intensity values and construct an offset array
  for (val = 0; val < values; val++) {
    int cur_band = val>>shift;
    if (cur_band >= sao->band_position[band_pos] && cur_band < sao->band_position[band_pos] + 4) {
      offset[val] = CLIP(0, values - 1, val + sao->offsets[cur_band - sao->band_position[band_pos] + 1 + 5 * band_pos]);
    } else {
      offset[val] = val;
    }
  }
}


/**
 * \param orig_data  Original pixel data. 64x64 for luma, 32x32 for chroma.
 * \param rec_data  Reconstructed pixel data. 64x64 for luma, 32x32 for chroma.
 * \param sao_bands an array of bands for original and reconstructed block
 */
static int calc_sao_band_offsets(int sao_bands[2][32], int offsets[4],
                                 int *band_position)
{
  int band;
  int offset;
  int best_dist;
  int temp_dist;
  int dist[32];
  int temp_offsets[32];
  int temp_rate[32];
  int best_dist_pos = 0;

  FILL(dist, 0);
  FILL(temp_rate, 0);

  // Calculate distortion for each band using N*h^2 - 2*h*E
  for (band = 0; band < 32; band++) {
    best_dist = INT_MAX;
    offset = 0;
    if (sao_bands[1][band] != 0) {
      offset = (sao_bands[0][band] + (sao_bands[1][band] >> 1)) / sao_bands[1][band];
      offset = CLIP(-SAO_ABS_OFFSET_MAX, SAO_ABS_OFFSET_MAX, offset);
    }
    dist[band] = offset==0?0:INT_MAX;
    temp_offsets[band] = 0;
    while(offset != 0) {
      temp_dist = sao_bands[1][band]*offset*offset - 2*offset*sao_bands[0][band];

      // Store best distortion and offset
      if(temp_dist < best_dist) {
        dist[band] = temp_dist;
        temp_offsets[band] = offset;
      }
      offset += (offset > 0) ? -1:1;
    }
  }

  best_dist = INT_MAX;
  //Find starting pos for best 4 band distortions
  for (band = 0; band < 28; band++) {
    temp_dist = dist[band] + dist[band+1] + dist[band+2] + dist[band+3];
    if(temp_dist < best_dist) {
      best_dist = temp_dist;
      best_dist_pos = band;
    }
  }
  // Copy best offsets to output
  memcpy(offsets, &temp_offsets[best_dist_pos], 4*sizeof(int));

  *band_position = best_dist_pos;

  return best_dist;
}

/**
 * \param orig_data  Original pixel data. 64x64 for luma, 32x32 for chroma.
 * \param rec_data  Reconstructed pixel data. 64x64 for luma, 32x32 for chroma.
 * \param sao_bands an array of bands for original and reconstructed block
 */
static void calc_sao_bands(const encoder_state_t * const state, const kvz_pixel *orig_data, const kvz_pixel *rec_data,
                           int block_width, int block_height,
                           int sao_bands[2][32])
{
  int y, x;
  int shift = state->encoder_control->bitdepth-5;

  //Loop pixels and take top 5 bits to classify different bands
  for (y = 0; y < block_height; ++y) {
    for (x = 0; x < block_width; ++x) {
      sao_bands[0][rec_data[y * block_width + x]>>shift] += orig_data[y * block_width + x] - rec_data[y * block_width + x];
      sao_bands[1][rec_data[y * block_width + x]>>shift]++;
    }
  }
}


/**
 * \param orig_data  Original pixel data. 64x64 for luma, 32x32 for chroma.
 * \param rec_data  Reconstructed pixel data. 64x64 for luma, 32x32 for chroma.
 * \param dir_offsets
 * \param is_chroma  0 for luma, 1 for chroma. Indicates
 */
static void calc_sao_edge_dir(const kvz_pixel *orig_data, const kvz_pixel *rec_data,
                              int eo_class, int block_width, int block_height,
                              int cat_sum_cnt[2][NUM_SAO_EDGE_CATEGORIES])
{
  int y, x;
  vector2d_t a_ofs = g_sao_edge_offsets[eo_class][0];
  vector2d_t b_ofs = g_sao_edge_offsets[eo_class][1];
  // Arrays orig_data and rec_data are quarter size for chroma.

  // Don't sample the edge pixels because this function doesn't have access to
  // their neighbours.
  for (y = 1; y < block_height - 1; ++y) {
    for (x = 1; x < block_width - 1; ++x) {
      const kvz_pixel *c_data = &rec_data[y * block_width + x];
      kvz_pixel a = c_data[a_ofs.y * block_width + a_ofs.x];
      kvz_pixel c = c_data[0];
      kvz_pixel b = c_data[b_ofs.y * block_width + b_ofs.x];

      int eo_cat = sao_calc_eo_cat(a, b, c);

      cat_sum_cnt[0][eo_cat] += orig_data[y * block_width + x] - c;
      cat_sum_cnt[1][eo_cat] += 1;
    }
  }
}

static void sao_reconstruct_color(const encoder_control_t * const encoder, 
                                  const kvz_pixel *rec_data, kvz_pixel *new_rec_data,
                                  const sao_info_t *sao,
                                  int stride, int new_stride,
                                  int block_width, int block_height,
                                  color_t color_i)
{
  int y, x;
  // Arrays orig_data and rec_data are quarter size for chroma.
  int offset_v = color_i == COLOR_V ? 5 : 0;

  if(sao->type == SAO_TYPE_BAND) {
    int offsets[1<<KVZ_BIT_DEPTH];
    calc_sao_offset_array(encoder, sao, offsets, color_i);
    for (y = 0; y < block_height; ++y) {
      for (x = 0; x < block_width; ++x) {
        new_rec_data[y * new_stride + x] = offsets[rec_data[y * stride + x]];
      }
    }
  } else {
    // Don't sample the edge pixels because this function doesn't have access to
    // their neighbours.
    for (y = 0; y < block_height; ++y) {
      for (x = 0; x < block_width; ++x) {
        vector2d_t a_ofs = g_sao_edge_offsets[sao->eo_class][0];
        vector2d_t b_ofs = g_sao_edge_offsets[sao->eo_class][1];
        const kvz_pixel *c_data = &rec_data[y * stride + x];
        kvz_pixel *new_data = &new_rec_data[y * new_stride + x];
        kvz_pixel a = c_data[a_ofs.y * stride + a_ofs.x];
        kvz_pixel c = c_data[0];
        kvz_pixel b = c_data[b_ofs.y * stride + b_ofs.x];

        int eo_cat = sao_calc_eo_cat(a, b, c);

        new_data[0] = (kvz_pixel)CLIP(0, (1 << KVZ_BIT_DEPTH) - 1, c_data[0] + sao->offsets[eo_cat + offset_v]);
      }
    }
  }
}

/**
 * \brief Calculate dimensions of the buffer used by sao reconstruction.

 * \param pic  Picture.
 * \param sao  Sao parameters.
 * \param rec  Top-left corner of the LCU
 */
static void sao_calc_band_block_dims(const videoframe_t *frame, color_t color_i,
                                     vector2d_t *rec, vector2d_t *block)
{
  const int is_chroma = (color_i != COLOR_Y ? 1 : 0);
  int width = frame->width >> is_chroma;
  int height = frame->height >> is_chroma;
  int block_width = LCU_WIDTH >> is_chroma;


  // Handle right and bottom, taking care of non-LCU sized CUs.
  if (rec->y + block_width >= height) {
    if (rec->y + block_width >= height) {
      block->y = height - rec->y;
    }
  }
  if (rec->x + block_width >= width) {
    if (rec->x + block_width > width) {
      block->x = width - rec->x;
    }
  }

  rec->x = 0; rec->y = 0;
}

/**
 * \brief Calculate dimensions of the buffer used by sao reconstruction.
 *
 * This function calculates 4 vectors that can be used to make the temporary
 * buffers required by sao_reconstruct_color.
 *
 * Vector block is the area affected by sao. Vectors tr and br are top-left
 * margin and bottom-right margin, which contain pixels that are not modified
 * by the reconstruction of this LCU but are needed by the reconstruction.
 * Vector rec is the offset from the CU to the required pixel area.
 *
 * The margins are always either 0 or 1, depending on the direction of the
 * edge offset class.
 *
 * This also takes into account borders of the picture and non-LCU sized
 * CU's at the bottom and right of the picture.
 *
 * \ CU + rec
 *  +------+
 *  |\ tl  |
 *  | +--+ |
 *  | |\ block
 *  | | \| |
 *  | +--+ |
 *  |     \ br
 *  +------+
 *
 * \param pic  Picture.
 * \param sao  Sao parameters.
 * \param rec  Top-left corner of the LCU, modified to be top-left corner of
 */
static void sao_calc_edge_block_dims(const videoframe_t * const frame, color_t color_i,
                                     const sao_info_t *sao, vector2d_t *rec,
                                     vector2d_t *tl, vector2d_t *br,
                                     vector2d_t *block)
{
  vector2d_t a_ofs = g_sao_edge_offsets[sao->eo_class][0];
  vector2d_t b_ofs = g_sao_edge_offsets[sao->eo_class][1];
  const int is_chroma = (color_i != COLOR_Y ? 1 : 0);
  int width = frame->width >> is_chroma;
  int height = frame->height >> is_chroma;
  int block_width = LCU_WIDTH >> is_chroma;

  // Handle top and left.
  if (rec->y == 0) {
    tl->y = 0;
    if (a_ofs.y == -1 || b_ofs.y == -1) {
      block->y -= 1;
      tl->y += 1;
    }
  }
  if (rec->x == 0) {
    tl->x = 0;
    if (a_ofs.x == -1 || b_ofs.x == -1) {
      block->x -= 1;
      tl->x += 1;
    }
  }

  // Handle right and bottom, taking care of non-LCU sized CUs.
  if (rec->y + block_width >= height) {
    br->y = 0;
    block->y -= block_width + rec->y - height;
    if (a_ofs.y == 1 || b_ofs.y == 1) {
      block->y -= 1;
      br->y += 1;
    }
  }
  if (rec->x + block_width >= width) {
    br->x = 0;
    block->x -= block_width + rec->x - width;
    if (a_ofs.x == 1 || b_ofs.x == 1) {
      block->x -= 1;
      br->x += 1;
    }
  }

  rec->y = (rec->y == 0 ? 0 : -1);
  rec->x = (rec->x == 0 ? 0 : -1);
}

void kvz_sao_reconstruct(const encoder_control_t * const encoder, videoframe_t * frame, const kvz_pixel *old_rec,
                     unsigned x_ctb, unsigned y_ctb,
                     const sao_info_t *sao, color_t color_i)
{
  const int is_chroma = (color_i != COLOR_Y ? 1 : 0);
  const int pic_stride = frame->width >> is_chroma;
  const int lcu_stride = LCU_WIDTH >> is_chroma;
  const int buf_stride = lcu_stride + 2;

  kvz_pixel *recdata = frame->rec->data[color_i];
  kvz_pixel buf_rec[(LCU_WIDTH + 2) * (LCU_WIDTH + 2)];
  kvz_pixel new_rec[LCU_WIDTH * LCU_WIDTH];
  // Calling CU_TO_PIXEL with depth 1 is the same as using block size of 32.
  kvz_pixel *lcu_rec = &recdata[CU_TO_PIXEL(x_ctb, y_ctb, is_chroma, frame->rec->stride>>is_chroma)];
  const kvz_pixel *old_lcu_rec = &old_rec[CU_TO_PIXEL(x_ctb, y_ctb, is_chroma, pic_stride)];

  vector2d_t ofs;
  vector2d_t tl = { 1, 1 };
  vector2d_t br = { 1, 1 };
  vector2d_t block;

  if (sao->type == SAO_TYPE_NONE) {
    return;
  }

  ofs.x = x_ctb * lcu_stride;
  ofs.y = y_ctb * lcu_stride;
  block.x = lcu_stride;
  block.y = lcu_stride;
  if (sao->type == SAO_TYPE_BAND) {
    tl.x = 0; tl.y = 0;
    br.x = 0; br.y = 0;
    sao_calc_band_block_dims(frame, color_i, &ofs, &block);
  }
  else {
    sao_calc_edge_block_dims(frame, color_i, sao, &ofs, &tl, &br, &block);
  }
  
  assert(ofs.x + tl.x + block.x + br.x <= frame->width);
  assert(ofs.y + tl.y + block.y + br.y <= frame->height);
  
  CHECKPOINT("ofs.x=%d ofs.y=%d tl.x=%d tl.y=%d block.x=%d block.y=%d br.x=%d br.y=%d", 
             ofs.x, ofs.y, tl.x, tl.y, block.x, block.y, br.x, br.y);
  
  // Data to tmp buffer.
  kvz_pixels_blit(&old_lcu_rec[ofs.y * pic_stride + ofs.x],
                      buf_rec,
                      tl.x + block.x + br.x,
                      tl.y + block.y + br.y,
                      pic_stride, buf_stride);

  sao_reconstruct_color(encoder, &buf_rec[tl.y * buf_stride + tl.x],
                        &new_rec[(ofs.y + tl.y) * lcu_stride + ofs.x + tl.x],
                        sao,
                        buf_stride, lcu_stride,
                        block.x, block.y, color_i);

  // Copy reconstructed block from tmp buffer to rec image.
  kvz_pixels_blit(&new_rec[(tl.y + ofs.y) * lcu_stride + (tl.x + ofs.x)],
                      &lcu_rec[(tl.y + ofs.y) * (frame->rec->stride >> is_chroma) + (tl.x + ofs.x)],
                      block.x, block.y, lcu_stride, frame->rec->stride >> is_chroma);
}



static void sao_search_edge_sao(const encoder_state_t * const state, 
                                const kvz_pixel * data[], const kvz_pixel * recdata[],
                                int block_width, int block_height,
                                unsigned buf_cnt,
                                sao_info_t *sao_out, sao_info_t *sao_top,
                                sao_info_t *sao_left)
{
  sao_eo_class edge_class;
  // This array is used to calculate the mean offset used to minimize distortion.
  int cat_sum_cnt[2][NUM_SAO_EDGE_CATEGORIES];
  unsigned i = 0;
  

  sao_out->type = SAO_TYPE_EDGE;
  sao_out->ddistortion = INT_MAX;

  for (edge_class = SAO_EO0; edge_class <= SAO_EO3; ++edge_class) {
    int edge_offset[NUM_SAO_EDGE_CATEGORIES*2];
    int sum_ddistortion = 0;
    sao_eo_cat edge_cat;

    // Call calc_sao_edge_dir once for luma and twice for chroma.
    for (i = 0; i < buf_cnt; ++i) {
      FILL(cat_sum_cnt, 0);
      calc_sao_edge_dir(data[i], recdata[i], edge_class,
                        block_width, block_height, cat_sum_cnt);
    

      for (edge_cat = SAO_EO_CAT1; edge_cat <= SAO_EO_CAT4; ++edge_cat) {
        int cat_sum = cat_sum_cnt[0][edge_cat];
        int cat_cnt = cat_sum_cnt[1][edge_cat];

        // The optimum offset can be calculated by getting the minima of the
        // fast ddistortion estimation formula. The minima is the mean error
        // and we round that to the nearest integer.
        int offset = 0;
        if (cat_cnt != 0) {
          offset = (cat_sum + (cat_cnt >> 1)) / cat_cnt;
          offset = CLIP(-SAO_ABS_OFFSET_MAX, SAO_ABS_OFFSET_MAX, offset);
        }

        // Sharpening edge offsets can't be encoded, so set them to 0 here.
        if (edge_cat >= SAO_EO_CAT1 && edge_cat <= SAO_EO_CAT2 && offset < 0) {
          offset = 0;
        }
        if (edge_cat >= SAO_EO_CAT3 && edge_cat <= SAO_EO_CAT4 && offset > 0) {
          offset = 0;
        }

        edge_offset[edge_cat+5*i] = offset;
        // The ddistortion is amount by which the SSE of data changes. It should
        // be negative for all categories, if offset was chosen correctly.
        // ddistortion = N * h^2 - 2 * h * E, where N is the number of samples
        // and E is the sum of errors.
        // It basically says that all pixels that are not improved by offset
        // increase increase SSE by h^2 and all pixels that are improved by
        // offset decrease SSE by h*E.
        sum_ddistortion += cat_cnt * offset * offset - 2 * offset * cat_sum;
      }
    }

    {
      float mode_bits = sao_mode_bits_edge(state, edge_class, edge_offset, sao_top, sao_left, buf_cnt);
      sum_ddistortion += (int)((double)mode_bits*state->global->cur_lambda_cost+0.5);
    }
    // SAO is not applied for category 0.
    edge_offset[SAO_EO_CAT0] = 0;
    edge_offset[SAO_EO_CAT0 + 5] = 0;

    // Choose the offset class that offers the least error after offset.
    if (sum_ddistortion < sao_out->ddistortion) {
      sao_out->eo_class = edge_class;
      sao_out->ddistortion = sum_ddistortion;
      memcpy(sao_out->offsets, edge_offset, sizeof(int) * NUM_SAO_EDGE_CATEGORIES * 2);
    }
  }
}


static void sao_search_band_sao(const encoder_state_t * const state, const kvz_pixel * data[], const kvz_pixel * recdata[],
                               int block_width, int block_height,
                               unsigned buf_cnt,
                               sao_info_t *sao_out, sao_info_t *sao_top,
                               sao_info_t *sao_left)
{
  unsigned i;

  sao_out->type = SAO_TYPE_BAND;
  sao_out->ddistortion = MAX_INT;

  // Band offset
  {
    int sao_bands[2][32];
    int temp_offsets[10];
    int ddistortion = 0;
    float temp_rate = 0.0;
    
    for (i = 0; i < buf_cnt; ++i) {
      FILL(sao_bands, 0);
      calc_sao_bands(state, data[i], recdata[i],block_width,
                     block_height,sao_bands);
    

      ddistortion += calc_sao_band_offsets(sao_bands, &temp_offsets[1+5*i], &sao_out->band_position[i]);      
    }

    temp_rate = sao_mode_bits_band(state, sao_out->band_position, temp_offsets, sao_top, sao_left, buf_cnt);
    ddistortion += (int)((double)temp_rate*state->global->cur_lambda_cost + 0.5);

    // Select band sao over edge sao when distortion is lower
    if (ddistortion < sao_out->ddistortion) {
      sao_out->type = SAO_TYPE_BAND;
      sao_out->ddistortion = ddistortion;
      memcpy(&sao_out->offsets[0], &temp_offsets[0], sizeof(int) * buf_cnt * 5);
    }
  }
}


/**
 * \param data     Array of pointers to reference pixels.
 * \param recdata  Array of pointers to reconstructed pixels.
 * \param block_width   Width of the area to be examined.
 * \param block_height  Height of the area to be examined.
 * \param buf_cnt  Number of pointers data and recdata have.
 * \param sao_out  Output parameter for the best sao parameters.
 */
static void sao_search_best_mode(const encoder_state_t * const state, const kvz_pixel * data[], const kvz_pixel * recdata[],
                                 int block_width, int block_height,
                                 unsigned buf_cnt,
                                 sao_info_t *sao_out, sao_info_t *sao_top,
                                 sao_info_t *sao_left, int32_t merge_cost[3])
{
  sao_info_t edge_sao;
  sao_info_t band_sao;

  kvz_init_sao_info(&edge_sao);
  kvz_init_sao_info(&band_sao);
  
  //Avoid "random" uninitialized value
  edge_sao.band_position[0] = edge_sao.band_position[1] = 0;
  edge_sao.eo_class = SAO_EO0;
  band_sao.offsets[0] = 0;
  band_sao.offsets[5] = 0;
  band_sao.eo_class = SAO_EO0;

  sao_search_edge_sao(state, data, recdata, block_width, block_height, buf_cnt, &edge_sao, sao_top, sao_left);
  sao_search_band_sao(state, data, recdata, block_width, block_height, buf_cnt, &band_sao, sao_top, sao_left);

  {
    float mode_bits = sao_mode_bits_edge(state, edge_sao.eo_class, edge_sao.offsets, sao_top, sao_left, buf_cnt);
    int ddistortion = (int)(mode_bits * state->global->cur_lambda_cost + 0.5);
    unsigned buf_i;
    
    for (buf_i = 0; buf_i < buf_cnt; ++buf_i) {
      ddistortion += kvz_sao_edge_ddistortion(data[buf_i], recdata[buf_i], 
                                          block_width, block_height,
                                          edge_sao.eo_class, &edge_sao.offsets[5 * buf_i]);
    }
    
    edge_sao.ddistortion = ddistortion;
  }

  {
    float mode_bits = sao_mode_bits_band(state, band_sao.band_position, band_sao.offsets, sao_top, sao_left, buf_cnt);
    int ddistortion = (int)(mode_bits * state->global->cur_lambda_cost + 0.5);
    unsigned buf_i;
    
    for (buf_i = 0; buf_i < buf_cnt; ++buf_i) {
      ddistortion += kvz_sao_band_ddistortion(state, data[buf_i], recdata[buf_i], 
                                          block_width, block_height, 
                                          band_sao.band_position[buf_i], &band_sao.offsets[1 + 5 * buf_i]);
    }
    
    band_sao.ddistortion = ddistortion;
  }

  if (edge_sao.ddistortion <= band_sao.ddistortion) {
    *sao_out = edge_sao;
    merge_cost[0] = edge_sao.ddistortion;
  } else {
    *sao_out = band_sao;
    merge_cost[0] = band_sao.ddistortion;
  }

  // Choose between SAO and doing nothing, taking into account the
  // rate-distortion cost of coding do nothing.
  {
    int cost_of_nothing = (int)(sao_mode_bits_none(state, sao_top, sao_left) * state->global->cur_lambda_cost + 0.5);
    if (sao_out->ddistortion >= cost_of_nothing) {
      sao_out->type = SAO_TYPE_NONE;
      merge_cost[0] = cost_of_nothing;
    }
  }

  // Calculate merge costs
  if (sao_top || sao_left) {
    sao_info_t* merge_sao[2] = { sao_left, sao_top};
    int i;
    for (i = 0; i < 2; i++) {
      sao_info_t* merge_cand = merge_sao[i];

      if (merge_cand) {
        unsigned buf_i;
        float mode_bits = sao_mode_bits_merge(state, i + 1);
        int ddistortion = (int)(mode_bits * state->global->cur_lambda_cost + 0.5);

        switch (merge_cand->type) {
          case SAO_TYPE_EDGE:
                for (buf_i = 0; buf_i < buf_cnt; ++buf_i) {
                  ddistortion += kvz_sao_edge_ddistortion(data[buf_i], recdata[buf_i],
                    block_width, block_height,
                    merge_cand->eo_class, &merge_cand->offsets[5 * buf_i]);
                }
                merge_cost[i + 1] = ddistortion;
            break;
          case SAO_TYPE_BAND:
              for (buf_i = 0; buf_i < buf_cnt; ++buf_i) {
                ddistortion += kvz_sao_band_ddistortion(state, data[buf_i], recdata[buf_i],
                  block_width, block_height,
                  merge_cand->band_position[buf_i], &merge_cand->offsets[1 + 5 * buf_i]);
              }
              merge_cost[i + 1] = ddistortion;
            break;
          case SAO_TYPE_NONE:
            merge_cost[i + 1] = ddistortion;
            break;
          }
      }
    }
  }

  return;
}

void kvz_sao_search_chroma(const encoder_state_t * const state, const videoframe_t *frame, unsigned x_ctb, unsigned y_ctb, sao_info_t *sao, sao_info_t *sao_top, sao_info_t *sao_left, int32_t merge_cost[3])
{
  int block_width  = (LCU_WIDTH / 2);
  int block_height = (LCU_WIDTH / 2);
  const kvz_pixel *orig_list[2];
  const kvz_pixel *rec_list[2];
  kvz_pixel orig[2][LCU_CHROMA_SIZE];
  kvz_pixel rec[2][LCU_CHROMA_SIZE];
  color_t color_i;

  // Check for right and bottom boundaries.
  if (x_ctb * (LCU_WIDTH / 2) + (LCU_WIDTH / 2) >= (unsigned)frame->width / 2) {
    block_width = (frame->width - x_ctb * LCU_WIDTH) / 2;
  }
  if (y_ctb * (LCU_WIDTH / 2) + (LCU_WIDTH / 2) >= (unsigned)frame->height / 2) {
    block_height = (frame->height - y_ctb * LCU_WIDTH) / 2;
  }

  sao->type = SAO_TYPE_EDGE;

  // Copy data to temporary buffers and init orig and rec lists to point to those buffers.
  for (color_i = COLOR_U; color_i <= COLOR_V; ++color_i) {
    kvz_pixel *data = &frame->source->data[color_i][CU_TO_PIXEL(x_ctb, y_ctb, 1, frame->source->stride / 2)];
    kvz_pixel *recdata = &frame->rec->data[color_i][CU_TO_PIXEL(x_ctb, y_ctb, 1, frame->rec->stride / 2)];
    kvz_pixels_blit(data, orig[color_i - 1], block_width, block_height,
                        frame->source->stride / 2, block_width);
    kvz_pixels_blit(recdata, rec[color_i - 1], block_width, block_height,
                        frame->rec->stride / 2, block_width);
    orig_list[color_i - 1] = &orig[color_i - 1][0];
    rec_list[color_i - 1] = &rec[color_i - 1][0];
  }

  // Calculate
  sao_search_best_mode(state, orig_list, rec_list, block_width, block_height, 2, sao, sao_top, sao_left, merge_cost);
}

void kvz_sao_search_luma(const encoder_state_t * const state, const videoframe_t *frame, unsigned x_ctb, unsigned y_ctb, sao_info_t *sao, sao_info_t *sao_top, sao_info_t *sao_left, int32_t merge_cost[3])
{
  kvz_pixel orig[LCU_LUMA_SIZE];
  kvz_pixel rec[LCU_LUMA_SIZE];
  const kvz_pixel * orig_list[1] = { NULL };
  const kvz_pixel * rec_list[1] = { NULL };
  kvz_pixel *data = &frame->source->y[CU_TO_PIXEL(x_ctb, y_ctb, 0, frame->source->stride)];
  kvz_pixel *recdata = &frame->rec->y[CU_TO_PIXEL(x_ctb, y_ctb, 0, frame->rec->stride)];
  int block_width = LCU_WIDTH;
  int block_height = LCU_WIDTH;

  // Check for right and bottom boundaries.
  if (x_ctb * LCU_WIDTH + LCU_WIDTH >= (unsigned)frame->width) {
    block_width = frame->width - x_ctb * LCU_WIDTH;
  }
  if (y_ctb * LCU_WIDTH + LCU_WIDTH >= (unsigned)frame->height) {
    block_height = frame->height - y_ctb * LCU_WIDTH;
  }

  sao->type = SAO_TYPE_EDGE;

  // Fill temporary buffers with picture data.
  kvz_pixels_blit(data, orig, block_width, block_height, frame->source->stride, block_width);
  kvz_pixels_blit(recdata, rec, block_width, block_height, frame->rec->stride, block_width);

  orig_list[0] = orig;
  rec_list[0] = rec;
  sao_search_best_mode(state, orig_list, rec_list, block_width, block_height, 1, sao, sao_top, sao_left, merge_cost);
}

void kvz_sao_reconstruct_frame(encoder_state_t * const state)
{
  vector2d_t lcu;
  videoframe_t * const frame = state->tile->frame;

  // These are needed because SAO needs the pre-SAO pixels form left and
  // top LCUs. Single pixel wide buffers, like what kvz_search_lcu takes, would
  // be enough though.
  kvz_pixel *new_y_data = MALLOC(kvz_pixel, frame->rec->width * frame->rec->height);
  kvz_pixel *new_u_data = MALLOC(kvz_pixel, (frame->rec->width * frame->rec->height) >> 2);
  kvz_pixel *new_v_data = MALLOC(kvz_pixel, (frame->rec->width * frame->rec->height) >> 2);
  
  kvz_pixels_blit(frame->rec->y, new_y_data, frame->rec->width, frame->rec->height, frame->rec->stride, frame->rec->width);
  kvz_pixels_blit(frame->rec->u, new_u_data, frame->rec->width/2, frame->rec->height/2, frame->rec->stride/2, frame->rec->width/2);
  kvz_pixels_blit(frame->rec->v, new_v_data, frame->rec->width/2, frame->rec->height/2, frame->rec->stride/2, frame->rec->width/2);

  for (lcu.y = 0; lcu.y < frame->height_in_lcu; lcu.y++) {
    for (lcu.x = 0; lcu.x < frame->width_in_lcu; lcu.x++) {
      unsigned stride = frame->width_in_lcu;
      sao_info_t *sao_luma = &frame->sao_luma[lcu.y * stride + lcu.x];
      sao_info_t *sao_chroma = &frame->sao_chroma[lcu.y * stride + lcu.x];

      // sao_do_rdo(encoder, lcu.x, lcu.y, sao_luma, sao_chroma);
      kvz_sao_reconstruct(state->encoder_control, frame, new_y_data, lcu.x, lcu.y, sao_luma, COLOR_Y);
      kvz_sao_reconstruct(state->encoder_control, frame, new_u_data, lcu.x, lcu.y, sao_chroma, COLOR_U);
      kvz_sao_reconstruct(state->encoder_control, frame, new_v_data, lcu.x, lcu.y, sao_chroma, COLOR_V);
    }
  }

  free(new_y_data);
  free(new_u_data);
  free(new_v_data);
}