Fix thread sync for csbp.

This commit is contained in:
peng xiao 2013-04-23 17:35:40 +08:00
parent c701d54281
commit 9cfa24e515

View File

@ -58,8 +58,8 @@
////////////////////////////////////////get_first_k_initial_global////////////////////////////// ////////////////////////////////////////get_first_k_initial_global//////////////////////////////
////////////////////////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////////////////////////
__kernel void get_first_k_initial_global_0(__global short *data_cost_selected_, __global short *selected_disp_pyr, __kernel void get_first_k_initial_global_0(__global short *data_cost_selected_, __global short *selected_disp_pyr,
__global short *ctemp, int h, int w, int nr_plane, __global short *ctemp, int h, int w, int nr_plane,
int cmsg_step1, int cdisp_step1, int cndisp) int cmsg_step1, int cdisp_step1, int cndisp)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -92,8 +92,8 @@ __kernel void get_first_k_initial_global_0(__global short *data_cost_selected_,
} }
} }
__kernel void get_first_k_initial_global_1(__global float *data_cost_selected_, __global float *selected_disp_pyr, __kernel void get_first_k_initial_global_1(__global float *data_cost_selected_, __global float *selected_disp_pyr,
__global float *ctemp, int h, int w, int nr_plane, __global float *ctemp, int h, int w, int nr_plane,
int cmsg_step1, int cdisp_step1, int cndisp) int cmsg_step1, int cdisp_step1, int cndisp)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -130,8 +130,8 @@ __kernel void get_first_k_initial_global_1(__global float *data_cost_selected_,
///////////////////////////////////////////get_first_k_initial_local//////////////////////////////////// ///////////////////////////////////////////get_first_k_initial_local////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////////////////////////////////////////
__kernel void get_first_k_initial_local_0(__global short *data_cost_selected_, __global short *selected_disp_pyr, __kernel void get_first_k_initial_local_0(__global short *data_cost_selected_, __global short *selected_disp_pyr,
__global short *ctemp,int h, int w, int nr_plane, __global short *ctemp,int h, int w, int nr_plane,
int cmsg_step1, int cdisp_step1, int cndisp) int cmsg_step1, int cdisp_step1, int cndisp)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -188,8 +188,8 @@ __kernel void get_first_k_initial_local_0(__global short *data_cost_selected_,
} }
__kernel void get_first_k_initial_local_1(__global float *data_cost_selected_, __global float *selected_disp_pyr, __kernel void get_first_k_initial_local_1(__global float *data_cost_selected_, __global float *selected_disp_pyr,
__global float *ctemp,int h, int w, int nr_plane, __global float *ctemp,int h, int w, int nr_plane,
int cmsg_step1, int cdisp_step1, int cndisp) int cmsg_step1, int cdisp_step1, int cndisp)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -221,6 +221,8 @@ __kernel void get_first_k_initial_local_1(__global float *data_cost_selected_, _
cur = next; cur = next;
next = data_cost[(d + 1) * cdisp_step1]; next = data_cost[(d + 1) * cdisp_step1];
} }
for (int i = nr_local_minimum; i < nr_plane; i++) for (int i = nr_local_minimum; i < nr_plane; i++)
{ {
float minimum = FLT_MAX; float minimum = FLT_MAX;
@ -247,7 +249,7 @@ __kernel void get_first_k_initial_local_1(__global float *data_cost_selected_, _
/////////////////////// init data cost //////////////////////// /////////////////////// init data cost ////////////////////////
/////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////
float compute_3(__global uchar* left, __global uchar* right, float compute_3(__global uchar* left, __global uchar* right,
float cdata_weight, float cmax_data_term) float cdata_weight, float cmax_data_term)
{ {
float tb = 0.114f * abs((int)left[0] - right[0]); float tb = 0.114f * abs((int)left[0] - right[0]);
float tg = 0.587f * abs((int)left[1] - right[1]); float tg = 0.587f * abs((int)left[1] - right[1]);
@ -256,7 +258,7 @@ float compute_3(__global uchar* left, __global uchar* right,
return fmin(cdata_weight * (tr + tg + tb), cdata_weight * cmax_data_term); return fmin(cdata_weight * (tr + tg + tb), cdata_weight * cmax_data_term);
} }
float compute_1(__global uchar* left, __global uchar* right, float compute_1(__global uchar* left, __global uchar* right,
float cdata_weight, float cmax_data_term) float cdata_weight, float cmax_data_term)
{ {
return fmin(cdata_weight * abs((int)*left - (int)*right), cdata_weight * cmax_data_term); return fmin(cdata_weight * abs((int)*left - (int)*right), cdata_weight * cmax_data_term);
} }
@ -267,9 +269,9 @@ short round_short(float v){
///////////////////////////////////init_data_cost/////////////////////////////////////////////// ///////////////////////////////////init_data_cost///////////////////////////////////////////////
/////////////////////////////////////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////////////////////////////////////
__kernel void init_data_cost_0(__global short *ctemp, __global uchar *cleft, __global uchar *cright, __kernel void init_data_cost_0(__global short *ctemp, __global uchar *cleft, __global uchar *cright,
int h, int w, int level, int channels, int h, int w, int level, int channels,
int cmsg_step1, float cdata_weight, float cmax_data_term, int cdisp_step1, int cmsg_step1, float cdata_weight, float cmax_data_term, int cdisp_step1,
int cth, int cimg_step, int cndisp) int cth, int cimg_step, int cndisp)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -311,9 +313,9 @@ __kernel void init_data_cost_0(__global short *ctemp, __global uchar *cleft, __g
} }
} }
__kernel void init_data_cost_1(__global float *ctemp, __global uchar *cleft, __global uchar *cright, __kernel void init_data_cost_1(__global float *ctemp, __global uchar *cleft, __global uchar *cright,
int h, int w, int level, int channels, int h, int w, int level, int channels,
int cmsg_step1, float cdata_weight, float cmax_data_term, int cdisp_step1, int cmsg_step1, float cdata_weight, float cmax_data_term, int cdisp_step1,
int cth, int cimg_step, int cndisp) int cth, int cimg_step, int cndisp)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -358,9 +360,9 @@ __kernel void init_data_cost_1(__global float *ctemp, __global uchar *cleft, __g
//////////////////////////////////init_data_cost_reduce////////////////////////////////////////////////// //////////////////////////////////init_data_cost_reduce//////////////////////////////////////////////////
////////////////////////////////////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////////////////////////////////////
__kernel void init_data_cost_reduce_0(__global short *ctemp, __global uchar *cleft, __global uchar *cright, __kernel void init_data_cost_reduce_0(__global short *ctemp, __global uchar *cleft, __global uchar *cright,
__local float *smem, int level, int rows, int cols, int h, int winsz, int channels, __local float *smem, int level, int rows, int cols, int h, int winsz, int channels,
int cndisp,int cimg_step, float cdata_weight, float cmax_data_term, int cth, int cndisp,int cimg_step, float cdata_weight, float cmax_data_term, int cth,
int cdisp_step1, int cmsg_step1) int cdisp_step1, int cmsg_step1)
{ {
int x_out = get_group_id(0); int x_out = get_group_id(0);
int y_out = get_group_id(1) % h; int y_out = get_group_id(1) % h;
@ -402,32 +404,99 @@ __kernel void init_data_cost_reduce_0(__global short *ctemp, __global uchar *cle
__local float* dline = smem + winsz * get_local_id(2); __local float* dline = smem + winsz * get_local_id(2);
dline[tid] = val; dline[tid] = val;
}
barrier(CLK_LOCAL_MEM_FENCE); barrier(CLK_LOCAL_MEM_FENCE);
if (winsz >= 256) { if (tid < 128) { dline[tid] += dline[tid + 128]; } barrier(CLK_LOCAL_MEM_FENCE); } if(d < cndisp)
if (winsz >= 128) { if (tid < 64) { dline[tid] += dline[tid + 64]; } barrier(CLK_LOCAL_MEM_FENCE); } {
__local float* dline = smem + winsz * get_local_id(2);
if (winsz >= 256)
{
if (tid < 128)
dline[tid] += dline[tid + 128];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
__local volatile float* vdline = smem + winsz * get_local_id(2); if(d < cndisp)
{
__local float* dline = smem + winsz * get_local_id(2);
if (winsz >= 128)
{
if (tid < 64)
dline[tid] += dline[tid + 64];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if (winsz >= 64) if (tid < 32) vdline[tid] += vdline[tid + 32]; if(d < cndisp)
if (winsz >= 32) if (tid < 16) vdline[tid] += vdline[tid + 16]; {
if (winsz >= 16) if (tid < 8) vdline[tid] += vdline[tid + 8]; __local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8) if (tid < 4) vdline[tid] += vdline[tid + 4]; if (winsz >= 64)
if (winsz >= 4) if (tid < 2) vdline[tid] += vdline[tid + 2]; if (tid < 32)
if (winsz >= 2) if (tid < 1) vdline[tid] += vdline[tid + 1]; vdline[tid] += vdline[tid + 32];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 32)
if (tid < 16)
vdline[tid] += vdline[tid + 16];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d<cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 16)
if (tid < 8)
vdline[tid] += vdline[tid + 8];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d<cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8)
if (tid < 4)
vdline[tid] += vdline[tid + 4];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d<cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 4)
if (tid < 2)
vdline[tid] += vdline[tid + 2];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d<cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 2)
if (tid < 1)
vdline[tid] += vdline[tid + 1];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__local float* dline = smem + winsz * get_local_id(2);
__global short* data_cost = ctemp + y_out * cmsg_step1 + x_out; __global short* data_cost = ctemp + y_out * cmsg_step1 + x_out;
if (tid == 0) if (tid == 0)
data_cost[cdisp_step1 * d] = convert_short_sat_rte(dline[0]); data_cost[cdisp_step1 * d] = convert_short_sat_rte(dline[0]);
} }
} }
__kernel void init_data_cost_reduce_1(__global float *ctemp, __global uchar *cleft, __global uchar *cright, __kernel void init_data_cost_reduce_1(__global float *ctemp, __global uchar *cleft, __global uchar *cright,
__local float *smem, int level, int rows, int cols, int h, int winsz, int channels, __local float *smem, int level, int rows, int cols, int h, int winsz, int channels,
int cndisp,int cimg_step, float cdata_weight, float cmax_data_term, int cth, int cndisp,int cimg_step, float cdata_weight, float cmax_data_term, int cth,
int cdisp_step1, int cmsg_step1) int cdisp_step1, int cmsg_step1)
{ {
int x_out = get_group_id(0); int x_out = get_group_id(0);
int y_out = get_group_id(1) % h; int y_out = get_group_id(1) % h;
@ -470,23 +539,85 @@ __kernel void init_data_cost_reduce_1(__global float *ctemp, __global uchar *cle
__local float* dline = smem + winsz * get_local_id(2); __local float* dline = smem + winsz * get_local_id(2);
dline[tid] = val; dline[tid] = val;
}
barrier(CLK_LOCAL_MEM_FENCE);
barrier(CLK_LOCAL_MEM_FENCE); if(d < cndisp)
{
__local float* dline = smem + winsz * get_local_id(2);
if (winsz >= 256)
if (tid < 128)
dline[tid] += dline[tid + 128];
}
barrier(CLK_LOCAL_MEM_FENCE);
if (winsz >= 256) { if (tid < 128) { dline[tid] += dline[tid + 128]; } barrier(CLK_LOCAL_MEM_FENCE); } if(d < cndisp)
if (winsz >= 128) { if (tid < 64) { dline[tid] += dline[tid + 64]; } barrier(CLK_LOCAL_MEM_FENCE); } {
__local float* dline = smem + winsz * get_local_id(2);
if (winsz >= 128)
if (tid < 64)
dline[tid] += dline[tid + 64];
}
barrier(CLK_LOCAL_MEM_FENCE);
__local volatile float* vdline = smem + winsz * get_local_id(2); if(d < cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 64)
if (tid < 32)
vdline[tid] += vdline[tid + 32];
}
barrier(CLK_LOCAL_MEM_FENCE);
if (winsz >= 64) if (tid < 32) vdline[tid] += vdline[tid + 32]; if(d < cndisp)
if (winsz >= 32) if (tid < 16) vdline[tid] += vdline[tid + 16]; {
if (winsz >= 16) if (tid < 8) vdline[tid] += vdline[tid + 8]; __local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8) if (tid < 4) vdline[tid] += vdline[tid + 4]; if (winsz >= 32)
if (winsz >= 4) if (tid < 2) vdline[tid] += vdline[tid + 2]; if (tid < 16)
if (winsz >= 2) if (tid < 1) vdline[tid] += vdline[tid + 1]; vdline[tid] += vdline[tid + 16];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 16)
if (tid < 8)
vdline[tid] += vdline[tid + 8];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8)
if (tid < 4)
vdline[tid] += vdline[tid + 4];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 4)
if (tid < 2)
vdline[tid] += vdline[tid + 2];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 2)
if (tid < 1)
vdline[tid] += vdline[tid + 1];
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < cndisp)
{
__global float *data_cost = ctemp + y_out * cmsg_step1 + x_out; __global float *data_cost = ctemp + y_out * cmsg_step1 + x_out;
__local float* dline = smem + winsz * get_local_id(2);
if (tid == 0) if (tid == 0)
data_cost[cdisp_step1 * d] = dline[0]; data_cost[cdisp_step1 * d] = dline[0];
} }
@ -496,10 +627,10 @@ __kernel void init_data_cost_reduce_1(__global float *ctemp, __global uchar *cle
////////////////////// compute data cost ////////////////////// ////////////////////// compute data cost //////////////////////
/////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////
__kernel void compute_data_cost_0(__global const short *selected_disp_pyr, __global short *data_cost_, __kernel void compute_data_cost_0(__global const short *selected_disp_pyr, __global short *data_cost_,
__global uchar *cleft, __global uchar *cright, __global uchar *cleft, __global uchar *cright,
int h, int w, int level, int nr_plane, int channels, int h, int w, int level, int nr_plane, int channels,
int cmsg_step1, int cmsg_step2, int cdisp_step1, int cdisp_step2, float cdata_weight, int cmsg_step1, int cmsg_step2, int cdisp_step1, int cdisp_step2, float cdata_weight,
float cmax_data_term, int cimg_step, int cth) float cmax_data_term, int cimg_step, int cth)
{ {
int x = get_global_id(0); int x = get_global_id(0);
@ -546,10 +677,10 @@ __kernel void compute_data_cost_0(__global const short *selected_disp_pyr, __glo
} }
} }
__kernel void compute_data_cost_1(__global const float *selected_disp_pyr, __global float *data_cost_, __kernel void compute_data_cost_1(__global const float *selected_disp_pyr, __global float *data_cost_,
__global uchar *cleft, __global uchar *cright, __global uchar *cleft, __global uchar *cright,
int h, int w, int level, int nr_plane, int channels, int h, int w, int level, int nr_plane, int channels,
int cmsg_step1, int cmsg_step2, int cdisp_step1, int cdisp_step2, float cdata_weight, int cmsg_step1, int cmsg_step2, int cdisp_step1, int cdisp_step2, float cdata_weight,
float cmax_data_term, int cimg_step, int cth) float cmax_data_term, int cimg_step, int cth)
{ {
int x = get_global_id(0); int x = get_global_id(0);
@ -598,11 +729,11 @@ __kernel void compute_data_cost_1(__global const float *selected_disp_pyr, __glo
////////////////////////////////////////compute_data_cost_reduce////////////////////////////////////////// ////////////////////////////////////////compute_data_cost_reduce//////////////////////////////////////////
///////////////////////////////////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////////////////////////////////////
__kernel void compute_data_cost_reduce_0(__global const short* selected_disp_pyr, __global short* data_cost_, __kernel void compute_data_cost_reduce_0(__global const short* selected_disp_pyr, __global short* data_cost_,
__global uchar *cleft, __global uchar *cright,__local float *smem, __global uchar *cleft, __global uchar *cright,__local float *smem,
int level, int rows, int cols, int h, int nr_plane, int level, int rows, int cols, int h, int nr_plane,
int channels, int winsz, int channels, int winsz,
int cmsg_step1, int cmsg_step2, int cdisp_step1, int cdisp_step2, int cmsg_step1, int cmsg_step2, int cdisp_step1, int cdisp_step2,
float cdata_weight, float cmax_data_term, int cimg_step,int cth) float cdata_weight, float cmax_data_term, int cimg_step,int cth)
{ {
int x_out = get_group_id(0); int x_out = get_group_id(0);
@ -644,40 +775,96 @@ __kernel void compute_data_cost_reduce_0(__global const short* selected_disp_pyr
lri += cimg_step; lri += cimg_step;
} }
} }
} }
__local float* dline = smem + winsz * get_local_id(2); __local float* dline = smem + winsz * get_local_id(2);
dline[tid] = val; dline[tid] = val;
} }
barrier(CLK_LOCAL_MEM_FENCE); barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane) // if (winsz >= 256) { if (tid < 128) { dline[tid] += dline[tid + 128]; } barrier(CLK_LOCAL_MEM_FENCE); }
{ //if (winsz >= 128) { if (tid < 64) { dline[tid] += dline[tid + 64]; } barrier(CLK_LOCAL_MEM_FENCE); }
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 64)
{
if (tid < 32)
vdline[tid] += vdline[tid + 32];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
// if (winsz >= 256) { if (tid < 128) { dline[tid] += dline[tid + 128]; } barrier(CLK_LOCAL_MEM_FENCE); } if(d < nr_plane)
//if (winsz >= 128) { if (tid < 64) { dline[tid] += dline[tid + 64]; } barrier(CLK_LOCAL_MEM_FENCE); } {
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 32)
{
if (tid < 16)
vdline[tid] += vdline[tid + 16];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
__local volatile float* vdline = smem + winsz * get_local_id(2); if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 16)
{
if (tid < 8)
vdline[tid] += vdline[tid + 8];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if (winsz >= 64) if (tid < 32) vdline[tid] += vdline[tid + 32]; if(d < nr_plane)
if (winsz >= 32) if (tid < 16) vdline[tid] += vdline[tid + 16]; {
if (winsz >= 16) if (tid < 8) vdline[tid] += vdline[tid + 8]; __local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8) if (tid < 4) vdline[tid] += vdline[tid + 4]; if (winsz >= 8)
if (winsz >= 4) if (tid < 2) vdline[tid] += vdline[tid + 2]; {
if (winsz >= 2) if (tid < 1) vdline[tid] += vdline[tid + 1]; if (tid < 4)
vdline[tid] += vdline[tid + 4];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if (tid == 0) if(d < nr_plane)
data_cost[cdisp_step1 * d] = convert_short_sat_rte(vdline[0]); {
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 4)
{
if (tid < 2)
vdline[tid] += vdline[tid + 2];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 2)
{
if (tid < 1)
vdline[tid] += vdline[tid + 1];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (tid == 0)
data_cost[cdisp_step1 * d] = convert_short_sat_rte(vdline[0]);
} }
} }
__kernel void compute_data_cost_reduce_1(__global const float *selected_disp_pyr, __global float *data_cost_, __kernel void compute_data_cost_reduce_1(__global const float *selected_disp_pyr, __global float *data_cost_,
__global uchar *cleft, __global uchar *cright, __local float *smem, __global uchar *cleft, __global uchar *cright, __local float *smem,
int level, int rows, int cols, int h, int nr_plane, int level, int rows, int cols, int h, int nr_plane,
int channels, int winsz, int channels, int winsz,
int cmsg_step1, int cmsg_step2, int cdisp_step1,int cdisp_step2, float cdata_weight, int cmsg_step1, int cmsg_step2, int cdisp_step1,int cdisp_step2, float cdata_weight,
float cmax_data_term, int cimg_step, int cth) float cmax_data_term, int cimg_step, int cth)
{ {
int x_out = get_group_id(0); int x_out = get_group_id(0);
@ -719,31 +906,87 @@ __kernel void compute_data_cost_reduce_1(__global const float *selected_disp_pyr
lri += cimg_step; lri += cimg_step;
} }
} }
} }
__local float* dline = smem + winsz * get_local_id(2); __local float* dline = smem + winsz * get_local_id(2);
dline[tid] = val; dline[tid] = val;
} }
barrier(CLK_LOCAL_MEM_FENCE); barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
//if (winsz >= 256) { if (tid < 128) { dline[tid] += dline[tid + 128]; } barrier(CLK_LOCAL_MEM_FENCE); } if(d < nr_plane)
//if (winsz >= 128) { if (tid < 64) { dline[tid] += dline[tid + 64]; } barrier(CLK_LOCAL_MEM_FENCE); } {
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 64)
{
if (tid < 32)
vdline[tid] += vdline[tid + 32];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 64) if (tid < 32) vdline[tid] += vdline[tid + 32]; if(d < nr_plane)
if (winsz >= 32) if (tid < 16) vdline[tid] += vdline[tid + 16]; {
if (winsz >= 16) if (tid < 8) vdline[tid] += vdline[tid + 8]; __local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8) if (tid < 4) vdline[tid] += vdline[tid + 4]; if (winsz >= 32)
if (winsz >= 4) if (tid < 2) vdline[tid] += vdline[tid + 2]; {
if (winsz >= 2) if (tid < 1) vdline[tid] += vdline[tid + 1]; if (tid < 16)
vdline[tid] += vdline[tid + 16];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if (tid == 0) if(d < nr_plane)
data_cost[cdisp_step1 * d] = vdline[0]; {
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 16)
{
if (tid < 8)
vdline[tid] += vdline[tid + 8];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 8)
{
if (tid < 4)
vdline[tid] += vdline[tid + 4];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 4)
{
if (tid < 2)
vdline[tid] += vdline[tid + 2];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (winsz >= 2)
{
if (tid < 1)
vdline[tid] += vdline[tid + 1];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
if(d < nr_plane)
{
__local volatile float* vdline = smem + winsz * get_local_id(2);
if (tid == 0)
data_cost[cdisp_step1 * d] = vdline[0];
} }
} }
@ -751,13 +994,13 @@ __kernel void compute_data_cost_reduce_1(__global const float *selected_disp_pyr
//////////////////////// init message ///////////////////////// //////////////////////// init message /////////////////////////
/////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////
void get_first_k_element_increase_0(__global short* u_new, __global short *d_new, __global short *l_new, void get_first_k_element_increase_0(__global short* u_new, __global short *d_new, __global short *l_new,
__global short *r_new, __global const short *u_cur, __global const short *d_cur, __global short *r_new, __global const short *u_cur, __global const short *d_cur,
__global const short *l_cur, __global const short *r_cur, __global const short *l_cur, __global const short *r_cur,
__global short *data_cost_selected, __global short *disparity_selected_new, __global short *data_cost_selected, __global short *disparity_selected_new,
__global short *data_cost_new, __global const short* data_cost_cur, __global short *data_cost_new, __global const short* data_cost_cur,
__global const short *disparity_selected_cur, __global const short *disparity_selected_cur,
int nr_plane, int nr_plane2, int nr_plane, int nr_plane2,
int cdisp_step1, int cdisp_step2) int cdisp_step1, int cdisp_step2)
{ {
for(int i = 0; i < nr_plane; i++) for(int i = 0; i < nr_plane; i++)
{ {
@ -785,13 +1028,13 @@ void get_first_k_element_increase_0(__global short* u_new, __global short *d_new
} }
} }
void get_first_k_element_increase_1(__global float *u_new, __global float *d_new, __global float *l_new, void get_first_k_element_increase_1(__global float *u_new, __global float *d_new, __global float *l_new,
__global float *r_new, __global const float *u_cur, __global const float *d_cur, __global float *r_new, __global const float *u_cur, __global const float *d_cur,
__global const float *l_cur, __global const float *r_cur, __global const float *l_cur, __global const float *r_cur,
__global float *data_cost_selected, __global float *disparity_selected_new, __global float *data_cost_selected, __global float *disparity_selected_new,
__global float *data_cost_new, __global const float *data_cost_cur, __global float *data_cost_new, __global const float *data_cost_cur,
__global const float *disparity_selected_cur, __global const float *disparity_selected_cur,
int nr_plane, int nr_plane2, int nr_plane, int nr_plane2,
int cdisp_step1, int cdisp_step2) int cdisp_step1, int cdisp_step2)
{ {
for(int i = 0; i < nr_plane; i++) for(int i = 0; i < nr_plane; i++)
{ {
@ -820,12 +1063,12 @@ void get_first_k_element_increase_1(__global float *u_new, __global float *d_new
} }
} }
__kernel void init_message_0(__global short *u_new_, __global short *d_new_, __global short *l_new_, __kernel void init_message_0(__global short *u_new_, __global short *d_new_, __global short *l_new_,
__global short *r_new_, __global short *u_cur_, __global const short *d_cur_, __global short *r_new_, __global short *u_cur_, __global const short *d_cur_,
__global const short *l_cur_, __global const short *r_cur_, __global short *ctemp, __global const short *l_cur_, __global const short *r_cur_, __global short *ctemp,
__global short *selected_disp_pyr_new, __global const short *selected_disp_pyr_cur, __global short *selected_disp_pyr_new, __global const short *selected_disp_pyr_cur,
__global short *data_cost_selected_, __global const short *data_cost_, __global short *data_cost_selected_, __global const short *data_cost_,
int h, int w, int nr_plane, int h2, int w2, int nr_plane2, int h, int w, int nr_plane, int h2, int w2, int nr_plane2,
int cdisp_step1, int cdisp_step2, int cmsg_step1, int cmsg_step2) int cdisp_step1, int cdisp_step2, int cmsg_step1, int cmsg_step2)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -864,34 +1107,35 @@ __kernel void init_message_0(__global short *u_new_, __global short *d_new_, __g
r_cur = r_cur_ + y/2 * cmsg_step2 + x/2; r_cur = r_cur_ + y/2 * cmsg_step2 + x/2;
get_first_k_element_increase_0(u_new, d_new, l_new, r_new, u_cur, d_cur, l_cur, r_cur, get_first_k_element_increase_0(u_new, d_new, l_new, r_new, u_cur, d_cur, l_cur, r_cur,
data_cost_selected, disparity_selected_new, data_cost_new, data_cost_selected, disparity_selected_new, data_cost_new,
data_cost, disparity_selected_cur, nr_plane, nr_plane2, data_cost, disparity_selected_cur, nr_plane, nr_plane2,
cdisp_step1, cdisp_step2); cdisp_step1, cdisp_step2);
} }
} }
__kernel void init_message_1(__global float *u_new_, __global float *d_new_, __global float *l_new_, __kernel void init_message_1(__global float *u_new_, __global float *d_new_, __global float *l_new_,
__global float *r_new_, __global float *u_cur_, __global const float *d_cur_, __global float *r_new_, __global const float *u_cur_, __global const float *d_cur_,
__global const float *l_cur_, __global const float *r_cur_, __global float *ctemp, __global const float *l_cur_, __global const float *r_cur_, __global float *ctemp,
__global float *selected_disp_pyr_new, __global const float *selected_disp_pyr_cur, __global float *selected_disp_pyr_new, __global const float *selected_disp_pyr_cur,
__global float *data_cost_selected_, __global const float *data_cost_, __global float *data_cost_selected_, __global const float *data_cost_,
int h, int w, int nr_plane, int h2, int w2, int nr_plane2, int h, int w, int nr_plane, int h2, int w2, int nr_plane2,
int cdisp_step1, int cdisp_step2, int cmsg_step1, int cmsg_step2) int cdisp_step1, int cdisp_step2, int cmsg_step1, int cmsg_step2)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
__global const float *u_cur = u_cur_ + min(h2-1, y/2 + 1) * cmsg_step2 + x/2;
__global const float *d_cur = d_cur_ + max(0, y/2 - 1) * cmsg_step2 + x/2;
__global const float *l_cur = l_cur_ + y/2 * cmsg_step2 + min(w2-1, x/2 + 1);
__global const float *r_cur = r_cur_ + y/2 * cmsg_step2 + max(0, x/2 - 1);
__global float *data_cost_new = ctemp + y * cmsg_step1 + x;
__global const float *disparity_selected_cur = selected_disp_pyr_cur + y/2 * cmsg_step2 + x/2;
__global const float *data_cost = data_cost_ + y * cmsg_step1 + x;
if (y < h && x < w) if (y < h && x < w)
{ {
__global const float *u_cur = u_cur_ + min(h2-1, y/2 + 1) * cmsg_step2 + x/2;
__global const float *d_cur = d_cur_ + max(0, y/2 - 1) * cmsg_step2 + x/2;
__global const float *l_cur = l_cur_ + y/2 * cmsg_step2 + min(w2-1, x/2 + 1);
__global const float *r_cur = r_cur_ + y/2 * cmsg_step2 + max(0, x/2 - 1);
__global float *data_cost_new = ctemp + y * cmsg_step1 + x;
__global const float *disparity_selected_cur = selected_disp_pyr_cur + y/2 * cmsg_step2 + x/2;
__global const float *data_cost = data_cost_ + y * cmsg_step1 + x;
for(int d = 0; d < nr_plane2; d++) for(int d = 0; d < nr_plane2; d++)
{ {
int idx2 = d * cdisp_step2; int idx2 = d * cdisp_step2;
@ -899,34 +1143,58 @@ __kernel void init_message_1(__global float *u_new_, __global float *d_new_, __g
float val = data_cost[d * cdisp_step1] + u_cur[idx2] + d_cur[idx2] + l_cur[idx2] + r_cur[idx2]; float val = data_cost[d * cdisp_step1] + u_cur[idx2] + d_cur[idx2] + l_cur[idx2] + r_cur[idx2];
data_cost_new[d * cdisp_step1] = val; data_cost_new[d * cdisp_step1] = val;
} }
}
__global float *data_cost_selected = data_cost_selected_ + y * cmsg_step1 + x; __global float *data_cost_selected = data_cost_selected_ + y * cmsg_step1 + x;
__global float *disparity_selected_new = selected_disp_pyr_new + y * cmsg_step1 + x; __global float *disparity_selected_new = selected_disp_pyr_new + y * cmsg_step1 + x;
__global float *u_new = u_new_ + y * cmsg_step1 + x; __global float *u_new = u_new_ + y * cmsg_step1 + x;
__global float *d_new = d_new_ + y * cmsg_step1 + x; __global float *d_new = d_new_ + y * cmsg_step1 + x;
__global float *l_new = l_new_ + y * cmsg_step1 + x; __global float *l_new = l_new_ + y * cmsg_step1 + x;
__global float *r_new = r_new_ + y * cmsg_step1 + x; __global float *r_new = r_new_ + y * cmsg_step1 + x;
barrier(CLK_LOCAL_MEM_FENCE);
if(y < h && x < w)
{
u_cur = u_cur_ + y/2 * cmsg_step2 + x/2; u_cur = u_cur_ + y/2 * cmsg_step2 + x/2;
d_cur = d_cur_ + y/2 * cmsg_step2 + x/2; d_cur = d_cur_ + y/2 * cmsg_step2 + x/2;
l_cur = l_cur_ + y/2 * cmsg_step2 + x/2; l_cur = l_cur_ + y/2 * cmsg_step2 + x/2;
r_cur = r_cur_ + y/2 * cmsg_step2 + x/2; r_cur = r_cur_ + y/2 * cmsg_step2 + x/2;
get_first_k_element_increase_1(u_new, d_new, l_new, r_new, u_cur, d_cur, l_cur, r_cur, for(int i = 0; i < nr_plane; i++)
data_cost_selected, disparity_selected_new, data_cost_new, {
data_cost, disparity_selected_cur, nr_plane, nr_plane2, float minimum = FLT_MAX;
cdisp_step1, cdisp_step2); int id = 0;
for(int j = 0; j < nr_plane2; j++)
{
float cur = data_cost_new[j * cdisp_step1];
if(cur < minimum)
{
minimum = cur;
id = j;
}
}
data_cost_selected[i * cdisp_step1] = data_cost[id * cdisp_step1];
disparity_selected_new[i * cdisp_step1] = disparity_selected_cur[id * cdisp_step2];
u_new[i * cdisp_step1] = u_cur[id * cdisp_step2];
d_new[i * cdisp_step1] = d_cur[id * cdisp_step2];
l_new[i * cdisp_step1] = l_cur[id * cdisp_step2];
r_new[i * cdisp_step1] = r_cur[id * cdisp_step2];
data_cost_new[id * cdisp_step1] = FLT_MAX;
}
} }
} }
/////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////
//////////////////// calc all iterations ///////////////////// //////////////////// calc all iterations /////////////////////
/////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////
void message_per_pixel_0(__global const short *data, __global short *msg_dst, __global const short *msg1, void message_per_pixel_0(__global const short *data, __global short *msg_dst, __global const short *msg1,
__global const short *msg2, __global const short *msg3, __global const short *msg2, __global const short *msg3,
__global const short *dst_disp, __global const short *src_disp, __global const short *dst_disp, __global const short *src_disp,
int nr_plane, __global short *temp, int nr_plane, __global short *temp,
float cmax_disc_term, int cdisp_step1, float cdisc_single_jump) float cmax_disc_term, int cdisp_step1, float cdisc_single_jump)
{ {
short minimum = SHRT_MAX; short minimum = SHRT_MAX;
for(int d = 0; d < nr_plane; d++) for(int d = 0; d < nr_plane; d++)
@ -948,7 +1216,7 @@ void message_per_pixel_0(__global const short *data, __global short *msg_dst, __
for(int d2 = 0; d2 < nr_plane; d2++) for(int d2 = 0; d2 < nr_plane; d2++)
cost_min = fmin(cost_min, (msg_dst[d2 * cdisp_step1] + cost_min = fmin(cost_min, (msg_dst[d2 * cdisp_step1] +
cdisc_single_jump * abs(dst_disp[d2 * cdisp_step1] - src_disp_reg))); cdisc_single_jump * abs(dst_disp[d2 * cdisp_step1] - src_disp_reg)));
temp[d * cdisp_step1] = convert_short_sat_rte(cost_min); temp[d * cdisp_step1] = convert_short_sat_rte(cost_min);
sum += cost_min; sum += cost_min;
@ -959,10 +1227,10 @@ void message_per_pixel_0(__global const short *data, __global short *msg_dst, __
msg_dst[d * cdisp_step1] = convert_short_sat_rte(temp[d * cdisp_step1] - sum); msg_dst[d * cdisp_step1] = convert_short_sat_rte(temp[d * cdisp_step1] - sum);
} }
void message_per_pixel_1(__global const float *data, __global float *msg_dst, __global const float *msg1, void message_per_pixel_1(__global const float *data, __global float *msg_dst, __global const float *msg1,
__global const float *msg2, __global const float *msg3, __global const float *msg2, __global const float *msg3,
__global const float *dst_disp, __global const float *src_disp, __global const float *dst_disp, __global const float *src_disp,
int nr_plane, __global float *temp, int nr_plane, __global float *temp,
float cmax_disc_term, int cdisp_step1, float cdisc_single_jump) float cmax_disc_term, int cdisp_step1, float cdisc_single_jump)
{ {
float minimum = FLT_MAX; float minimum = FLT_MAX;
for(int d = 0; d < nr_plane; d++) for(int d = 0; d < nr_plane; d++)
@ -984,7 +1252,7 @@ void message_per_pixel_1(__global const float *data, __global float *msg_dst, __
for(int d2 = 0; d2 < nr_plane; d2++) for(int d2 = 0; d2 < nr_plane; d2++)
cost_min = fmin(cost_min, (msg_dst[d2 * cdisp_step1] + cost_min = fmin(cost_min, (msg_dst[d2 * cdisp_step1] +
cdisc_single_jump * fabs(dst_disp[d2 * cdisp_step1] - src_disp_reg))); cdisc_single_jump * fabs(dst_disp[d2 * cdisp_step1] - src_disp_reg)));
temp[d * cdisp_step1] = cost_min; temp[d * cdisp_step1] = cost_min;
sum += cost_min; sum += cost_min;
@ -995,9 +1263,9 @@ void message_per_pixel_1(__global const float *data, __global float *msg_dst, __
msg_dst[d * cdisp_step1] = temp[d * cdisp_step1] - sum; msg_dst[d * cdisp_step1] = temp[d * cdisp_step1] - sum;
} }
__kernel void compute_message_0(__global short *u_, __global short *d_, __global short *l_, __global short *r_, __kernel void compute_message_0(__global short *u_, __global short *d_, __global short *l_, __global short *r_,
__global const short *data_cost_selected, __global const short *selected_disp_pyr_cur, __global const short *data_cost_selected, __global const short *selected_disp_pyr_cur,
__global short *ctemp, int h, int w, int nr_plane, int i, __global short *ctemp, int h, int w, int nr_plane, int i,
float cmax_disc_term, int cdisp_step1, int cmsg_step1, float cdisc_single_jump) float cmax_disc_term, int cdisp_step1, int cmsg_step1, float cdisc_single_jump)
{ {
int y = get_global_id(1); int y = get_global_id(1);
int x = ((get_global_id(0)) << 1) + ((y + i) & 1); int x = ((get_global_id(0)) << 1) + ((y + i) & 1);
@ -1016,19 +1284,19 @@ __kernel void compute_message_0(__global short *u_, __global short *d_, __global
__global short *temp = ctemp + y * cmsg_step1 + x; __global short *temp = ctemp + y * cmsg_step1 + x;
message_per_pixel_0(data, u, r - 1, u + cmsg_step1, l + 1, disp, disp - cmsg_step1, nr_plane, temp, message_per_pixel_0(data, u, r - 1, u + cmsg_step1, l + 1, disp, disp - cmsg_step1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
message_per_pixel_0(data, d, d - cmsg_step1, r - 1, l + 1, disp, disp + cmsg_step1, nr_plane, temp, message_per_pixel_0(data, d, d - cmsg_step1, r - 1, l + 1, disp, disp + cmsg_step1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
message_per_pixel_0(data, l, u + cmsg_step1, d - cmsg_step1, l + 1, disp, disp - 1, nr_plane, temp, message_per_pixel_0(data, l, u + cmsg_step1, d - cmsg_step1, l + 1, disp, disp - 1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
message_per_pixel_0(data, r, u + cmsg_step1, d - cmsg_step1, r - 1, disp, disp + 1, nr_plane, temp, message_per_pixel_0(data, r, u + cmsg_step1, d - cmsg_step1, r - 1, disp, disp + 1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
} }
} }
__kernel void compute_message_1(__global float *u_, __global float *d_, __global float *l_, __global float *r_, __kernel void compute_message_1(__global float *u_, __global float *d_, __global float *l_, __global float *r_,
__global const float *data_cost_selected, __global const float *selected_disp_pyr_cur, __global const float *data_cost_selected, __global const float *selected_disp_pyr_cur,
__global float *ctemp, int h, int w, int nr_plane, int i, __global float *ctemp, int h, int w, int nr_plane, int i,
float cmax_disc_term, int cdisp_step1, int cmsg_step1, float cdisc_single_jump) float cmax_disc_term, int cdisp_step1, int cmsg_step1, float cdisc_single_jump)
{ {
int y = get_global_id(1); int y = get_global_id(1);
int x = ((get_global_id(0)) << 1) + ((y + i) & 1); int x = ((get_global_id(0)) << 1) + ((y + i) & 1);
@ -1046,13 +1314,13 @@ __kernel void compute_message_1(__global float *u_, __global float *d_, __global
__global float *temp = ctemp + y * cmsg_step1 + x; __global float *temp = ctemp + y * cmsg_step1 + x;
message_per_pixel_1(data, u, r - 1, u + cmsg_step1, l + 1, disp, disp - cmsg_step1, nr_plane, temp, message_per_pixel_1(data, u, r - 1, u + cmsg_step1, l + 1, disp, disp - cmsg_step1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
message_per_pixel_1(data, d, d - cmsg_step1, r - 1, l + 1, disp, disp + cmsg_step1, nr_plane, temp, message_per_pixel_1(data, d, d - cmsg_step1, r - 1, l + 1, disp, disp + cmsg_step1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
message_per_pixel_1(data, l, u + cmsg_step1, d - cmsg_step1, l + 1, disp, disp - 1, nr_plane, temp, message_per_pixel_1(data, l, u + cmsg_step1, d - cmsg_step1, l + 1, disp, disp - 1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
message_per_pixel_1(data, r, u + cmsg_step1, d - cmsg_step1, r - 1, disp, disp + 1, nr_plane, temp, message_per_pixel_1(data, r, u + cmsg_step1, d - cmsg_step1, r - 1, disp, disp + 1, nr_plane, temp,
cmax_disc_term, cdisp_step1, cdisc_single_jump); cmax_disc_term, cdisp_step1, cdisc_single_jump);
} }
} }
@ -1060,11 +1328,11 @@ __kernel void compute_message_1(__global float *u_, __global float *d_, __global
/////////////////////////// output //////////////////////////// /////////////////////////// output ////////////////////////////
/////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////
__kernel void compute_disp_0(__global const short *u_, __global const short *d_, __global const short *l_, __kernel void compute_disp_0(__global const short *u_, __global const short *d_, __global const short *l_,
__global const short *r_, __global const short * data_cost_selected, __global const short *r_, __global const short * data_cost_selected,
__global const short *disp_selected_pyr, __global const short *disp_selected_pyr,
__global short* disp, __global short* disp,
int res_step, int cols, int rows, int nr_plane, int res_step, int cols, int rows, int nr_plane,
int cmsg_step1, int cdisp_step1) int cmsg_step1, int cdisp_step1)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -1097,11 +1365,11 @@ __kernel void compute_disp_0(__global const short *u_, __global const short *d_,
} }
} }
__kernel void compute_disp_1(__global const float *u_, __global const float *d_, __global const float *l_, __kernel void compute_disp_1(__global const float *u_, __global const float *d_, __global const float *l_,
__global const float *r_, __global const float *data_cost_selected, __global const float *r_, __global const float *data_cost_selected,
__global const float *disp_selected_pyr, __global const float *disp_selected_pyr,
__global short *disp, __global short *disp,
int res_step, int cols, int rows, int nr_plane, int res_step, int cols, int rows, int nr_plane,
int cmsg_step1, int cdisp_step1) int cmsg_step1, int cdisp_step1)
{ {
int x = get_global_id(0); int x = get_global_id(0);
int y = get_global_id(1); int y = get_global_id(1);
@ -1132,4 +1400,3 @@ __kernel void compute_disp_1(__global const float *u_, __global const float *d_,
disp[res_step * y + x] = best; disp[res_step * y + x] = best;
} }
} }