/* XXX: moved to workshop due to bug #777699, excessive memory allocations -
 *      the op is not a crucial image processing tool - and can possibly even
 *      be fully removed.
 */


/* This file is an image processing operation for GEGL
 *
 * GEGL 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 3 of the License, or (at your option) any later version.
 *
 * GEGL 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 Lesser General Public
 * License along with GEGL; if not, see <https://www.gnu.org/licenses/>.
 *
 * Copyright 2012 Victor Oliveira <victormatheus@gmail.com>
 */

 /* This is an implementation of a fast approximated bilateral filter
  * algorithm descripted in:
  *
  *  A Fast Approximation of the Bilateral Filter using a Signal Processing Approach
  *  Sylvain Paris and Frédo Durand
  *  European Conference on Computer Vision (ECCV'06)
  */

#include "config.h"
#include <glib/gi18n-lib.h>


#ifdef GEGL_PROPERTIES

property_double (r_sigma, _("Smoothness"), 50)
    description(_("Level of smoothness"))
    value_range (1, 100)

property_int (s_sigma, _("Blur radius"), 8)
   description(_("Radius of square pixel region, (width and height will be radius*2+1)."))
   value_range (1, 100)

#else

#define GEGL_OP_FILTER
#define GEGL_OP_NAME     bilateral_filter_fast
#define GEGL_OP_C_SOURCE bilateral-filter-fast.c

#include "gegl-op.h"

inline static float lerp(float a, float b, float v)
{
  return a + v * (b - a);
}

static void
bilateral_filter (GeglBuffer          *src,
                  const GeglRectangle *src_rect,
                  GeglBuffer          *dst,
                  const GeglRectangle *dst_rect,
                  gint                 s_sigma,
                  gfloat               r_sigma);

#if 0
static gboolean
bilateral_cl_process (GeglOperation       *operation,
                      GeglBuffer          *input,
                      GeglBuffer          *output,
                      const GeglRectangle *result,
                      gint                 s_sigma,
                      gfloat               r_sigma);
#endif

#include <stdio.h>

static void bilateral_prepare (GeglOperation *operation)
{
  gegl_operation_set_format (operation, "input",  babl_format ("RGBA float"));
  gegl_operation_set_format (operation, "output", babl_format ("RGBA float"));
}

static GeglRectangle
bilateral_get_required_for_output (GeglOperation       *operation,
                                  const gchar         *input_pad,
                                  const GeglRectangle *roi)
{
  GeglRectangle result = *gegl_operation_source_get_bounding_box (operation,
                                                                  "input");
  return result;
}


static GeglRectangle
bilateral_get_cached_region (GeglOperation       *operation,
                            const GeglRectangle *roi)
{
  return *gegl_operation_source_get_bounding_box (operation, "input");
}

static gboolean
bilateral_process (GeglOperation       *operation,
                   GeglBuffer          *input,
                   GeglBuffer          *output,
                   const GeglRectangle *result,
                   gint                 level)
{
  GeglProperties   *o = GEGL_PROPERTIES (operation);

#if 0
  if (gegl_operation_use_opencl (operation))
    if (bilateral_cl_process (operation, input, output, result, o->s_sigma, o->r_sigma/100))
      return TRUE;
#endif

  bilateral_filter (input, result, output, result, o->s_sigma, o->r_sigma/100);

  return  TRUE;
}

static void
bilateral_filter (GeglBuffer          *src,
                  const GeglRectangle *src_rect,
                  GeglBuffer          *dst,
                  const GeglRectangle *dst_rect,
                  gint                 s_sigma,
                  gfloat               r_sigma)
{
  gint c, x, y, z, k, i;

  const gint padding_xy = 2;
  const gint padding_z  = 2;

  const gint width    = src_rect->width;
  const gint height   = src_rect->height;
  const gint channels = 4;

  const gint sw = (width -1) / s_sigma + 1 + (2 * padding_xy);
  const gint sh = (height-1) / s_sigma + 1 + (2 * padding_xy);
  const gint depth = (int)(1.0f / r_sigma) + 1 + (2 * padding_z);

  /* down-sampling */

  gfloat *grid     = g_new0 (gfloat, sw * sh * depth * channels * 2);
  gfloat *blurx    = g_new0 (gfloat, sw * sh * depth * channels * 2);
  gfloat *blury    = g_new0 (gfloat, sw * sh * depth * channels * 2);
  gfloat *blurz    = g_new0 (gfloat, sw * sh * depth * channels * 2);

  gfloat *input    = g_new0 (gfloat, width * height * channels);
  gfloat *smoothed = g_new0 (gfloat, width * height * channels);

  #define INPUT(x,y,c) input[c+channels*(x + width * y)]

  #define  GRID(x,y,z,c,i) grid [i+2*(c+channels*(x+sw*(y+z*sh)))]
  #define BLURX(x,y,z,c,i) blurx[i+2*(c+channels*(x+sw*(y+z*sh)))]
  #define BLURY(x,y,z,c,i) blury[i+2*(c+channels*(x+sw*(y+z*sh)))]
  #define BLURZ(x,y,z,c,i) blurz[i+2*(c+channels*(x+sw*(y+z*sh)))]

  gegl_buffer_get (src, src_rect, 1.0, babl_format ("RGBA float"), input, GEGL_AUTO_ROWSTRIDE,
                   GEGL_ABYSS_NONE);

  for (k=0; k < (sw * sh * depth * channels * 2); k++)
    {
      grid [k] = 0.0f;
      blurx[k] = 0.0f;
      blury[k] = 0.0f;
      blurz[k] = 0.0f;
    }

#if 0
  /* in case we want to normalize the color space */

  gfloat input_min[4] = { FLT_MAX,  FLT_MAX,  FLT_MAX};
  gfloat input_max[4] = {-FLT_MAX, -FLT_MAX, -FLT_MAX};

  for(y = 0; y < height; y++)
    for(x = 0; x < width; x++)
      for(c = 0; c < channels; c++)
        {
          input_min[c] = MIN(input_min[c], INPUT(x,y,c));
          input_max[c] = MAX(input_max[c], INPUT(x,y,c));
        }
#endif

  /* downsampling */

  for(y = 0; y < height; y++)
    for(x = 0; x < width; x++)
      for(c = 0; c < channels; c++)
        {
          const float z = INPUT(x,y,c); // - input_min[c];

          const int small_x = (int)((float)(x) / s_sigma + 0.5f) + padding_xy;
          const int small_y = (int)((float)(y) / s_sigma + 0.5f) + padding_xy;
          const int small_z = (int)((float)(z) / r_sigma + 0.5f) + padding_z;

          g_assert(small_x >= 0 && small_x < sw);
          g_assert(small_y >= 0 && small_y < sh);
          g_assert(small_z >= 0 && small_z < depth);

          GRID(small_x, small_y, small_z, c, 0) += INPUT(x, y, c);
          GRID(small_x, small_y, small_z, c, 1) += 1.0f;
        }

  /* blur in x, y and z */
  /* XXX: we could use less memory, but at expense of code readability */

  for (z = 1; z < depth-1; z++)
    for (y = 1; y < sh-1; y++)
      for (x = 1; x < sw-1; x++)
        for(c = 0; c < channels; c++)
          for (i=0; i<2; i++)
            BLURX(x, y, z, c, i) = (GRID (x-1, y, z, c, i) + 2.0f * GRID (x, y, z, c, i) + GRID (x+1, y, z, c, i)) / 4.0f;

  for (z = 1; z < depth-1; z++)
    for (y = 1; y < sh-1; y++)
      for (x = 1; x < sw-1; x++)
        for(c = 0; c < channels; c++)
          for (i=0; i<2; i++)
            BLURY(x, y, z, c, i) = (BLURX (x, y-1, z, c, i) + 2.0f * BLURX (x, y, z, c, i) + BLURX (x, y+1, z, c, i)) / 4.0f;

  for (z = 1; z < depth-1; z++)
    for (y = 1; y < sh-1; y++)
      for (x = 1; x < sw-1; x++)
        for(c = 0; c < channels; c++)
          for (i=0; i<2; i++)
            BLURZ(x, y, z, c, i) = (BLURY (x, y-1, z, c, i) + 2.0f * BLURY (x, y, z, c, i) + BLURY (x, y+1, z, c, i)) / 4.0f;

  /* trilinear filtering */

  for (y=0; y < height; y++)
    for (x=0; x < width; x++)
      for(c = 0; c < channels; c++)
        {
          float xf = (float)(x) / s_sigma + padding_xy;
          float yf = (float)(y) / s_sigma + padding_xy;
          float zf = INPUT(x,y,c) / r_sigma + padding_z;

          int x1 = CLAMP((int)xf, 0, sw-1);
          int y1 = CLAMP((int)yf, 0, sh-1);
          int z1 = CLAMP((int)zf, 0, depth-1);

          int x2 = CLAMP(x1+1, 0, sw-1);
          int y2 = CLAMP(y1+1, 0, sh-1);
          int z2 = CLAMP(z1+1, 0, depth-1);

          float x_alpha = xf - x1;
          float y_alpha = yf - y1;
          float z_alpha = zf - z1;

          float interpolated[2];

          g_assert(xf >= 0 && xf < sw);
          g_assert(yf >= 0 && yf < sh);
          g_assert(zf >= 0 && zf < depth);

          for (i=0; i<2; i++)
              interpolated[i] =
              lerp(lerp(lerp(BLURZ(x1, y1, z1, c, i), BLURZ(x2, y1, z1, c, i), x_alpha),
                        lerp(BLURZ(x1, y2, z1, c, i), BLURZ(x2, y2, z1, c, i), x_alpha), y_alpha),
                   lerp(lerp(BLURZ(x1, y1, z2, c, i), BLURZ(x2, y1, z2, c, i), x_alpha),
                        lerp(BLURZ(x1, y2, z2, c, i), BLURZ(x2, y2, z2, c, i), x_alpha), y_alpha), z_alpha);

          smoothed[channels*(y*width+x)+c] = interpolated[0] / interpolated[1];
        }

  gegl_buffer_set (dst, dst_rect, 0, babl_format ("RGBA float"), smoothed,
                   GEGL_AUTO_ROWSTRIDE);

  g_free (grid);
  g_free (blurx);
  g_free (blury);
  g_free (blurz);
  g_free (input);
  g_free (smoothed);
}

#include "opencl/gegl-cl.h"
#include "gegl-buffer-cl-iterator.h"
#include "opencl/bilateral-filter-fast.cl.h"

static GeglClRunData *cl_data = NULL;

static gboolean
cl_bilateral (cl_mem                in_tex,
              cl_mem                out_tex,
              const GeglRectangle  *roi,
              const GeglRectangle  *src_rect,
              gint                  s_sigma,
              gfloat                r_sigma)
{
  cl_int cl_err = 0;

  gint c;

  const gint width    = src_rect->width;
  const gint height   = src_rect->height;

  const gint sw = (width -1) / s_sigma + 1;
  const gint sh = (height-1) / s_sigma + 1;
  const gint depth = (int)(1.0f / r_sigma) + 1;

  size_t global_ws[2];
  size_t local_ws[2];

  cl_mem grid = NULL;
  cl_mem blur[4] = {NULL, NULL, NULL, NULL};

  if (!cl_data)
    {
      const char *kernel_name[] = {"bilateral_downsample",
                                   "bilateral_blur",
                                   "bilateral_interpolate",
                                   NULL};
      cl_data = gegl_cl_compile_and_build (bilateral_filter_fast_cl_source, kernel_name);
    }

  if (!cl_data)
    return 1;


  grid = gegl_clCreateBuffer (gegl_cl_get_context (),
                              CL_MEM_READ_WRITE,
                              sw * sh * depth * sizeof(cl_float8),
                              NULL,
                              &cl_err);
  CL_CHECK;

  for(c = 0; c < 4; c++)
    {
      blur[c] = gegl_clCreateBuffer (gegl_cl_get_context (),
                                     CL_MEM_READ_WRITE,
                                     sw * sh * depth * sizeof(cl_float2),
                                     NULL, &cl_err);
      CL_CHECK;
    }

  local_ws[0] = 8;
  local_ws[1] = 8;

  global_ws[0] = ((sw + local_ws[0] - 1)/local_ws[0])*local_ws[0];
  global_ws[1] = ((sh + local_ws[1] - 1)/local_ws[1])*local_ws[1];

  gegl_cl_set_kernel_args (cl_data->kernel[0],
                           sizeof(cl_mem),   &in_tex,
                           sizeof(cl_mem),   &grid,
                           sizeof(cl_int),   &width,
                           sizeof(cl_int),   &height,
                           sizeof(cl_int),   &sw,
                           sizeof(cl_int),   &sh,
                           sizeof(cl_int),   &depth,
                           sizeof(cl_int),   &s_sigma,
                           sizeof(cl_float), &r_sigma,
                           NULL);
  CL_CHECK;

  cl_err = gegl_clEnqueueNDRangeKernel (gegl_cl_get_command_queue (),
                                        cl_data->kernel[0], 2,
                                        NULL, global_ws, local_ws,
                                        0, NULL, NULL);
  CL_CHECK;

  local_ws[0] = 16;
  local_ws[1] = 16;

  global_ws[0] = ((sw + local_ws[0] - 1)/local_ws[0])*local_ws[0];
  global_ws[1] = ((sh + local_ws[1] - 1)/local_ws[1])*local_ws[1];

  gegl_cl_set_kernel_args (cl_data->kernel[1],
                           sizeof(cl_mem), &grid,
                           sizeof(cl_mem), &blur[0],
                           sizeof(cl_mem), &blur[1],
                           sizeof(cl_mem), &blur[2],
                           sizeof(cl_mem), &blur[3],
                           sizeof(cl_int), &sw,
                           sizeof(cl_int), &sh,
                           sizeof(cl_int), &depth,
                           NULL);

  cl_err = gegl_clEnqueueNDRangeKernel (gegl_cl_get_command_queue (),
                                        cl_data->kernel[1], 2,
                                        NULL, global_ws, local_ws,
                                        0, NULL, NULL);
  CL_CHECK;

  global_ws[0] = width;
  global_ws[1] = height;

  gegl_cl_set_kernel_args (cl_data->kernel[2],
                           sizeof(cl_mem),   &in_tex,
                           sizeof(cl_mem),   &blur[0],
                           sizeof(cl_mem),   &blur[1],
                           sizeof(cl_mem),   &blur[2],
                           sizeof(cl_mem),   &blur[3],
                           sizeof(cl_mem),   &out_tex,
                           sizeof(cl_int),   &width,
                           sizeof(cl_int),   &sw,
                           sizeof(cl_int),   &sh,
                           sizeof(cl_int),   &depth,
                           sizeof(cl_int),   &s_sigma,
                           sizeof(cl_float), &r_sigma,
                           NULL);
  CL_CHECK;

  cl_err = gegl_clEnqueueNDRangeKernel(gegl_cl_get_command_queue (),
                                       cl_data->kernel[2], 2,
                                       NULL, global_ws, NULL,
                                       0, NULL, NULL);
  CL_CHECK;

  cl_err = gegl_clFinish (gegl_cl_get_command_queue ());
  CL_CHECK;

  cl_err = gegl_clReleaseMemObject (grid);
  CL_CHECK_ONLY (cl_err);

  for(c = 0; c < 4; c++)
    {
      cl_err = gegl_clReleaseMemObject (blur[c]);
      CL_CHECK_ONLY (cl_err);
    }

  return FALSE;

error:
  if (grid)
    gegl_clReleaseMemObject (grid);

  for (c = 0; c < 4; c++)
    {
      if (blur[c])
        gegl_clReleaseMemObject (blur[c]);
    }

  return TRUE;
}

#if 0
static gboolean
bilateral_cl_process (GeglOperation       *operation,
                      GeglBuffer          *input,
                      GeglBuffer          *output,
                      const GeglRectangle *result,
                      gint                 s_sigma,
                      gfloat               r_sigma)
{
  const Babl *in_format  = gegl_operation_get_format (operation, "input");
  const Babl *out_format = gegl_operation_get_format (operation, "output");
  gint err = 0;

  GeglBufferClIterator *i = gegl_buffer_cl_iterator_new (output,
                                                         result,
                                                         out_format,
                                                         GEGL_CL_BUFFER_WRITE);

  gint read = gegl_buffer_cl_iterator_add (i,
                                           input,
                                           result,
                                           in_format,
                                           GEGL_CL_BUFFER_READ,
                                           GEGL_ABYSS_NONE);

  while (gegl_buffer_cl_iterator_next (i, &err) && !err)
    {
       err = cl_bilateral (i->tex[read],
                           i->tex[0],
                           &i->roi[0],
                           &i->roi[read],
                           s_sigma,
                           r_sigma);

      if (err)
        {
          gegl_buffer_cl_iterator_stop (i);
          break;
        }
    }

  return !err;
}
#endif

static void
gegl_op_class_init (GeglOpClass *klass)
{
  GeglOperationClass       *operation_class;
  GeglOperationFilterClass *filter_class;

  operation_class = GEGL_OPERATION_CLASS (klass);
  filter_class    = GEGL_OPERATION_FILTER_CLASS (klass);

  filter_class->process = bilateral_process;

  operation_class->prepare                 = bilateral_prepare;
  operation_class->get_required_for_output = bilateral_get_required_for_output;
  operation_class->get_cached_region       = bilateral_get_cached_region;

  operation_class->opencl_support = FALSE;

  gegl_operation_class_set_keys (operation_class,
  "name"       , "gegl:bilateral-filter-fast",
  "title"      , _("Bilateral Box Filter"),
  "categories" , "enhance:noise-reduction",
  "reference", "A Fast Approximation of the Bilateral Filter using a Signal Processing Approach Sylvain Paris and Frédo Durand European Conference on Computer Vision (ECCV'06)",
  "description", _("A fast approximation of bilateral filter, using a box-filter instead of a gaussian blur."),
        NULL);
}


#endif
