void run_monopole_corr_neighbors(Catalog cat_dat,double *corr,
double *ercorr,unsigned long long *DD,
int nb_r, double r_max, int nthreads)
{
//////
// Main routine for monopole using neighbor boxes
// lint n_dat;
int nside;
// Catalog cat_dat;
NeighborBox *boxes;
nside=optimal_nside(l_box,r_max,cat_dat.np);
boxes=catalog_to_boxes(nside,cat_dat);
// printf("*** Correlating\n");
// timer(0);
corr_mono_box_neighbors(nside,boxes,cat_dat.np, cat_dat.pos,DD,nb_r,r_max,nthreads);
// timer(1);
make_CF(DD,cat_dat.np,corr,ercorr,nb_r,r_max);
// write_CF(fnameOut,corr,ercorr,DD);
free_catalog(cat_dat);
free_boxes(nside,boxes);
// timer(5);
}
//detect boundary box
FLOAT *dpm_ttic_gpu_get_boxes(FLOAT **features,FLOAT *scales,int *feature_size, GPUModel *MO,
int *detected_count, FLOAT *acc_score, FLOAT thresh)
{
//constant parameters
const int max_scale = MO->MI->max_scale;
const int interval = MO->MI->interval;
const int sbin = MO->MI->sbin;
const int padx = MO->MI->padx;
const int pady = MO->MI->pady;
const int NoR = MO->RF->NoR;
const int NoP = MO->PF->NoP;
const int NoC = MO->MI->numcomponent;
const int *numpart = MO->MI->numpart;
const int LofFeat=(max_scale+interval)*NoC;
const int L_MAX = max_scale+interval;
/* for measurement */
struct timeval tv;
struct timeval tv_make_c_start, tv_make_c_end;
struct timeval tv_nucom_start, tv_nucom_end;
struct timeval tv_box_start, tv_box_end;
float time_box=0;
struct timeval tv_root_score_start, tv_root_score_end;
float time_root_score = 0;
struct timeval tv_part_score_start, tv_part_score_end;
float time_part_score = 0;
struct timeval tv_dt_start, tv_dt_end;
float time_dt = 0;
struct timeval tv_calc_a_score_start, tv_calc_a_score_end;
float time_calc_a_score = 0;
gettimeofday(&tv_make_c_start, nullptr);
int **RF_size = MO->RF->root_size;
int *rootsym = MO->RF->rootsym;
int *part_sym = MO->PF->part_sym;
int **part_size = MO->PF->part_size;
FLOAT **rootfilter = MO->RF->rootfilter;
FLOAT **partfilter=MO->PF->partfilter;
int **psize = MO->MI->psize;
int **rm_size_array = (int **)malloc(sizeof(int *)*L_MAX);
int **pm_size_array = (int **)malloc(sizeof(int *)*L_MAX);
pm_size_array = (int **)malloc(sizeof(int *)*L_MAX);
FLOAT **Tboxes=(FLOAT**)calloc(LofFeat,sizeof(FLOAT*)); //box coordinate information(Temp)
int *b_nums =(int*)calloc(LofFeat,sizeof(int)); //length of Tboxes
int count = 0;
int detected_boxes=0;
CUresult res;
/* matched score (root and part) */
FLOAT ***rootmatch,***partmatch = nullptr;
int *new_PADsize; // need new_PADsize[L_MAX*3]
size_t SUM_SIZE_feat = 0;
FLOAT **featp2 = (FLOAT **)malloc(L_MAX*sizeof(FLOAT *));
if(featp2 == nullptr) { // error semantics
printf("allocate featp2 failed\n");
exit(1);
}
/* allocate required memory for new_PADsize */
new_PADsize = (int *)malloc(L_MAX*3*sizeof(int));
if(new_PADsize == nullptr) { // error semantics
printf("allocate new_PADsize failed\n");
exit(1);
}
/* do padarray once and reuse it at calculating root and part time */
/* calculate sum of size of padded feature */
for(int tmpL=0; tmpL<L_MAX; tmpL++) {
int PADsize[3] = { feature_size[tmpL*2], feature_size[tmpL*2+1], 31 };
int NEW_Y = PADsize[0] + pady*2;
int NEW_X = PADsize[1] + padx*2;
SUM_SIZE_feat += (NEW_X*NEW_Y*PADsize[2])*sizeof(FLOAT);
}
/* allocate region for padded feat in a lump */
FLOAT *dst_feat;
res = cuMemHostAlloc((void **)&dst_feat, SUM_SIZE_feat, CU_MEMHOSTALLOC_DEVICEMAP);
if(res != CUDA_SUCCESS) {
printf("cuMemHostAlloc(dst_feat) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
memset(dst_feat, 0, SUM_SIZE_feat); // zero clear
/* distribute allocated region */
uintptr_t pointer_feat = (uintptr_t)dst_feat;
for(int tmpL=0; tmpL<L_MAX; tmpL++) {
featp2[tmpL] = (FLOAT *)pointer_feat;
int PADsize[3] = { feature_size[tmpL*2], feature_size[tmpL*2+1], 31 };
int NEW_Y = PADsize[0] + pady*2;
int NEW_X = PADsize[1] + padx*2;
pointer_feat += (uintptr_t)(NEW_X*NEW_Y*PADsize[2]*sizeof(FLOAT));
}
/* copy feat to feat2 */
for(int tmpL=0; tmpL<L_MAX; tmpL++) {
int PADsize[3] = { feature_size[tmpL*2], feature_size[tmpL*2+1], 31 };
int NEW_Y = PADsize[0] + pady*2;
int NEW_X = PADsize[1] + padx*2;
int L = NEW_Y*padx;
int SPL = PADsize[0] + pady;
int M_S = sizeof(FLOAT)*PADsize[0];
FLOAT *P = featp2[tmpL];
FLOAT *S = features[tmpL];
for(int i=0; i<PADsize[2]; i++)
{
P += L;
for(int j=0; j<PADsize[1]; j++)
{
P += pady;
memcpy(P, S, M_S);
S += PADsize[0];
P += SPL;
}
P += L;
}
new_PADsize[tmpL*3] = NEW_Y;
new_PADsize[tmpL*3 + 1] = NEW_X;
new_PADsize[tmpL*3 + 2] = PADsize[2];
}
/* do padarray once and reuse it at calculating root and part time */
/* allocation in a lump */
int *dst_rm_size = (int *)malloc(sizeof(int)*NoC*2*L_MAX);
if(dst_rm_size == nullptr) {
printf("allocate dst_rm_size failed\n");
exit(1);
}
/* distribution to rm_size_array[L_MAX] */
uintptr_t ptr = (uintptr_t)dst_rm_size;
for(int i=0; i<L_MAX; i++) {
rm_size_array[i] = (int *)ptr;
ptr += (uintptr_t)(NoC*2*sizeof(int));
}
/* allocation in a lump */
int *dst_pm_size = (int *)malloc(sizeof(int)*NoP*2*L_MAX);
if(dst_pm_size == nullptr) {
printf("allocate dst_pm_size failed\n");
exit(1);
}
/* distribution to pm_size_array[L_MAX] */
ptr = (uintptr_t)dst_pm_size;
for(int i=0; i<L_MAX; i++) {
pm_size_array[i] = (int *)ptr;
ptr += (uintptr_t)(NoP*2*sizeof(int));
}
///////level
for (int level=interval; level<L_MAX; level++) // feature's loop(A's loop) 1level 1picture
{
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
Tboxes[count]=nullptr;
count++;
continue;
}
} //for (level) // feature's loop(A's loop) 1level 1picture
///////root calculation/////////
/* calculate model score (only root) */
gettimeofday(&tv_root_score_start, nullptr);
rootmatch = fconvsMT_GPU(
featp2,
SUM_SIZE_feat,
rootfilter,
rootsym,
1,
NoR,
new_PADsize,
RF_size, rm_size_array,
L_MAX,
interval,
feature_size,
padx,
pady,
MO->MI->max_X,
MO->MI->max_Y,
ROOT
);
gettimeofday(&tv_root_score_end, nullptr);
tvsub(&tv_root_score_end, &tv_root_score_start, &tv);
time_root_score += tv.tv_sec * 1000.0 + (float)tv.tv_usec / 1000.0;
///////part calculation/////////
if(NoP>0)
{
/* calculate model score (only part) */
gettimeofday(&tv_part_score_start, nullptr);
partmatch = fconvsMT_GPU(
featp2,
SUM_SIZE_feat,
partfilter,
part_sym,
1,
NoP,
new_PADsize,
part_size,
pm_size_array,
L_MAX,
interval,
feature_size,
padx,
pady,
MO->MI->max_X,
MO->MI->max_Y,
PART
);
gettimeofday(&tv_part_score_end, nullptr);
tvsub(&tv_part_score_end, &tv_part_score_start, &tv);
time_part_score += tv.tv_sec * 1000.0 + (float)tv.tv_usec / 1000.0;
}
res = cuCtxSetCurrent(ctx[0]);
if(res != CUDA_SUCCESS) {
printf("cuCtxSetCurrent(ctx[0]) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
gettimeofday(&tv_make_c_end, nullptr);
gettimeofday(&tv_nucom_start, nullptr);
count = 0;
detected_boxes = 0;
int **RL_array = (int **)malloc((L_MAX-interval)*sizeof(int*));
int *dst_RL = (int *) malloc(NoC*(L_MAX-interval)*sizeof(int));
int **RI_array = (int **)malloc((L_MAX-interval)*sizeof(int*));
int *dst_RI = (int *)malloc(NoC*(L_MAX-interval)*sizeof(int));
int **OI_array = (int **)malloc((L_MAX-interval)*sizeof(int*));
int *dst_OI = (int *)malloc((NoC)*(L_MAX-interval)*sizeof(int));
int **RL_S_array = (int **)malloc((L_MAX-interval)*sizeof(int*));
int *dst_RL_S = (int *)malloc(NoC*(L_MAX-interval)*sizeof(int));
FLOAT **OFF_array = (FLOAT **)malloc((L_MAX-interval)*sizeof(FLOAT*));
FLOAT *dst_OFF = (FLOAT *)malloc(NoC*(L_MAX-interval)*sizeof(FLOAT));
FLOAT ***SCORE_array = (FLOAT ***)malloc((L_MAX-interval)*sizeof(FLOAT **));
FLOAT **sub_dst_SCORE = (FLOAT **)malloc(NoC*(L_MAX-interval)*sizeof(FLOAT*));
uintptr_t pointer_RL = (uintptr_t)dst_RL;
uintptr_t pointer_RI = (uintptr_t)dst_RI;
uintptr_t pointer_OI = (uintptr_t)dst_OI;
uintptr_t pointer_RL_S = (uintptr_t)dst_RL_S;
uintptr_t pointer_OFF = (uintptr_t)dst_OFF;
uintptr_t pointer_SCORE = (uintptr_t)sub_dst_SCORE;
for (int level=interval; level<L_MAX; level++) {
int L=level-interval;
RL_array[L] = (int *)pointer_RL;
pointer_RL += (uintptr_t)NoC*sizeof(int);
RI_array[L] = (int *)pointer_RI;
pointer_RI += (uintptr_t)NoC*sizeof(int);
OI_array[L] = (int *)pointer_OI;
pointer_OI += (uintptr_t)NoC*sizeof(int);
RL_S_array[L] = (int *)pointer_RL_S;
pointer_RL_S += (uintptr_t)NoC*sizeof(int);
OFF_array[L] = (FLOAT *)pointer_OFF;
pointer_OFF += (uintptr_t)NoC*sizeof(FLOAT);
SCORE_array[L] = (FLOAT **)pointer_SCORE;
pointer_SCORE += (uintptr_t)NoC*sizeof(FLOAT*);
}
int sum_RL_S = 0;
int sum_SNJ = 0;
/* prepare for parallel execution */
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
/* root score + offset */
RL_array[L][j] = rm_size_array[level][j*2]*rm_size_array[level][j*2+1]; //length of root-matching
RI_array[L][j] = MO->MI->ridx[j]; //root-index
OI_array[L][j] = MO->MI->oidx[j]; //offset-index
RL_S_array[L][j] =sizeof(FLOAT)*RL_array[L][j];
OFF_array[L][j] = MO->MI->offw[RI_array[L][j]]; //offset information
/* search max values */
max_RL_S = (max_RL_S < RL_S_array[L][j]) ? RL_S_array[L][j] : max_RL_S;
max_numpart = (max_numpart < numpart[j]) ? numpart[j] : max_numpart;
}
}
sum_RL_S = max_RL_S*NoC*(L_MAX-interval);
/* root matching size */
sum_SNJ = sizeof(int*)*max_numpart*NoC*(L_MAX-interval);
/* consolidated allocation for SCORE_array and distribute region */
FLOAT *dst_SCORE = (FLOAT *)malloc(sum_RL_S);
pointer_SCORE = (uintptr_t)dst_SCORE;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
SCORE_array[L][j] = (FLOAT *)pointer_SCORE;
pointer_SCORE += (uintptr_t)max_RL_S;
}
}
/* add offset */
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
memcpy(SCORE_array[L][j], rootmatch[level][j], RL_S_array[L][j]);
FLOAT *SC_S = SCORE_array[L][j];
FLOAT *SC_E = SCORE_array[L][j]+RL_array[L][j];
while(SC_S<SC_E) *(SC_S++)+=OFF_array[L][j];
}
}
/* anchor matrix */ // consolidated allocation
int ***ax_array = (int ***)malloc((L_MAX-interval)*sizeof(int **));
int **sub_dst_ax = (int **)malloc(NoC*(L_MAX-interval)*sizeof(int *));
int *dst_ax = (int *)malloc(sum_SNJ);
int ***ay_array = (int ***)malloc((L_MAX-interval)*sizeof(int **));
int **sub_dst_ay = (int **)malloc(NoC*(L_MAX-interval)*sizeof(int *));
int *dst_ay = (int *)malloc(sum_SNJ);
/* boudary index */ // consolidated allocation
int ****Ix_array =(int ****)malloc((L_MAX-interval)*sizeof(int ***));
int ***sub_dst_Ix = (int ***)malloc(NoC*(L_MAX-interval)*sizeof(int **));
int **dst_Ix = (int **)malloc(sum_SNJ);
int ****Iy_array = (int ****)malloc((L_MAX-interval)*sizeof(int ***));
int ***sub_dst_Iy = (int ***)malloc(NoC*(L_MAX-interval)*sizeof(int **));
int **dst_Iy = (int **)malloc(sum_SNJ);
/* distribute region */
uintptr_t pointer_ax = (uintptr_t)sub_dst_ax;
uintptr_t pointer_ay = (uintptr_t)sub_dst_ay;
uintptr_t pointer_Ix = (uintptr_t)sub_dst_Ix;
uintptr_t pointer_Iy = (uintptr_t)sub_dst_Iy;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
ax_array[L] = (int **)pointer_ax;
pointer_ax += (uintptr_t)(NoC*sizeof(int*));
ay_array[L] = (int **)pointer_ay;
pointer_ay += (uintptr_t)(NoC*sizeof(int*));
Ix_array[L] = (int ***)pointer_Ix;
pointer_Ix += (uintptr_t)(NoC*sizeof(int**));
Iy_array[L] = (int ***)pointer_Iy;
pointer_Iy += (uintptr_t)(NoC*sizeof(int**));
}
pointer_ax = (uintptr_t)dst_ax;
pointer_ay = (uintptr_t)dst_ay;
pointer_Ix = (uintptr_t)dst_Ix;
pointer_Iy = (uintptr_t)dst_Iy;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
uintptr_t pointer_offset = sizeof(int*)*max_numpart;
ax_array[L][j] = (int *)pointer_ax;
pointer_ax += pointer_offset;
ay_array[L][j] = (int *)pointer_ay;
pointer_ay += pointer_offset;
Ix_array[L][j] = (int **)pointer_Ix;
pointer_Ix += pointer_offset;
Iy_array[L][j] = (int **)pointer_Iy;
pointer_Iy += pointer_offset;
}
}
/* add parts */
if(NoP>0)
{
/* arrays to store temporary loop variables */
int tmp_array_size = 0;
for(int level=interval; level<L_MAX; level++) {
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
tmp_array_size += max_numpart*sizeof(int);
}
}
int ***DIDX_array = (int ***)malloc((L_MAX-interval)*sizeof(int**));
int **sub_dst_DIDX = (int **)malloc(NoC*(L_MAX-interval)*sizeof(int*));
int *dst_DIDX = (int *)malloc(tmp_array_size);
int ***DID_4_array = (int ***)malloc((L_MAX-interval)*sizeof(int **));
int **sub_dst_DID_4 = (int **)malloc(NoC*(L_MAX-interval)*sizeof(int*));
int *dst_DID_4;
res = cuMemHostAlloc((void **)&dst_DID_4, tmp_array_size, CU_MEMHOSTALLOC_DEVICEMAP);
if(res != CUDA_SUCCESS) {
printf("cuMemHostAlloc(dst_DID_4) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
int ***PIDX_array = (int ***)malloc((L_MAX-interval)*sizeof(int **));
int **sub_dst_PIDX = (int **)malloc(NoC*(L_MAX-interval)*sizeof(int*));
int *dst_PIDX;
res = cuMemHostAlloc((void **)&dst_PIDX, tmp_array_size, CU_MEMHOSTALLOC_DEVICEMAP);
if(res != CUDA_SUCCESS) {
printf("cuMemHostAlloc(dst_PIDX) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
/* distribute consolidated region */
uintptr_t pointer_DIDX = (uintptr_t)sub_dst_DIDX;
uintptr_t pointer_DID_4 = (uintptr_t)sub_dst_DID_4;
uintptr_t pointer_PIDX = (uintptr_t)sub_dst_PIDX;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
DIDX_array[L] = (int **)pointer_DIDX;
pointer_DIDX += (uintptr_t)(NoC*sizeof(int*));
DID_4_array[L] = (int **)pointer_DID_4;
pointer_DID_4 += (uintptr_t)(NoC*sizeof(int*));
PIDX_array[L] = (int **)pointer_PIDX;
pointer_PIDX += (uintptr_t)(NoC*sizeof(int*));
}
pointer_DIDX = (uintptr_t)dst_DIDX;
pointer_DID_4 = (uintptr_t)dst_DID_4;
pointer_PIDX = (uintptr_t)dst_PIDX;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X)) {
continue;
}
for(int j=0; j<NoC; j++) {
uintptr_t pointer_offset = (uintptr_t)(max_numpart*sizeof(int));
DIDX_array[L][j] = (int *)pointer_DIDX;
pointer_DIDX += pointer_offset;
DID_4_array[L][j] = (int *)pointer_DID_4;
pointer_DID_4 += pointer_offset;
PIDX_array[L][j] = (int *)pointer_PIDX;
pointer_PIDX += pointer_offset;
}
}
/* prepare for parallel execution */
int sum_size_index_matrix = 0;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X)) {
continue;
}
for(int j=0; j<NoC; j++) {
for (int k=0;k<numpart[j];k++) {
/* assign values to each element */
DIDX_array[L][j][k] = MO->MI->didx[j][k];
DID_4_array[L][j][k] = DIDX_array[L][j][k]*4;
PIDX_array[L][j][k] = MO->MI->pidx[j][k];
/* anchor */
ax_array[L][j][k] = MO->MI->anchor[DIDX_array[L][j][k]*2]+1;
ay_array[L][j][k] = MO->MI->anchor[DIDX_array[L][j][k]*2+1]+1;
int PSSIZE[2] ={pm_size_array[L][PIDX_array[L][j][k]*2], pm_size_array[L][PIDX_array[L][j][k]*2+1]}; // size of C
/* index matrix */
sum_size_index_matrix += sizeof(int)*PSSIZE[0]*PSSIZE[1];
}
}
}
int *dst_Ix_kk = (int *)malloc(sum_size_index_matrix);
int *dst_Iy_kk = (int *)malloc(sum_size_index_matrix);
uintptr_t pointer_Ix_kk = (uintptr_t)dst_Ix_kk;
uintptr_t pointer_Iy_kk = (uintptr_t)dst_Iy_kk;
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
for (int k=0;k<numpart[j];k++) {
int PSSIZE[2] ={pm_size_array[L][PIDX_array[L][j][k]*2], pm_size_array[L][PIDX_array[L][j][k]*2+1]}; // size of C
Ix_array[L][j][k] = (int *)pointer_Ix_kk;
Iy_array[L][j][k] = (int *)pointer_Iy_kk;
pointer_Ix_kk += (uintptr_t)(sizeof(int)*PSSIZE[0]*PSSIZE[1]);
pointer_Iy_kk += (uintptr_t)(sizeof(int)*PSSIZE[0]*PSSIZE[1]);
}
}
}
gettimeofday(&tv_dt_start, nullptr);
FLOAT ****M_array = dt_GPU(
Ix_array, // int ****Ix_array
Iy_array, // int ****Iy_array
PIDX_array, // int ***PIDX_array
pm_size_array, // int **size_array
NoP, // int NoP
numpart, // int *numpart
NoC, // int NoC
interval, // int interval
L_MAX, // int L_MAX
feature_size, // int *feature_size,
padx, // int padx,
pady, // int pady,
MO->MI->max_X, // int max_X
MO->MI->max_Y, // int max_Y
MO->MI->def, // FLOAT *def
tmp_array_size, // int tmp_array_size
dst_PIDX, // int *dst_PIDX
dst_DID_4 // int *DID_4
);
gettimeofday(&tv_dt_end, nullptr);
tvsub(&tv_dt_end, &tv_dt_start, &tv);
time_dt += tv.tv_sec * 1000.0 + (float)tv.tv_usec / 1000.0;
/* add part score */
for(int level=interval; level<L_MAX; level++){
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
continue;
}
for(int j=0; j<NoC; j++) {
for(int k=0; k<numpart[j]; k++) {
int PSSIZE[2] ={pm_size_array[L][PIDX_array[L][j][k]*2],
pm_size_array[L][PIDX_array[L][j][k]*2+1]}; // Size of C
int R_S[2]={rm_size_array[level][j*2], rm_size_array[level][j*2+1]};
dpm_ttic_add_part_calculation(SCORE_array[L][j], M_array[L][j][k], R_S,
PSSIZE, ax_array[L][j][k], ay_array[L][j][k]);
}
}
}
s_free(M_array[0][0][0]);
s_free(M_array[0][0]);
s_free(M_array[0]);
s_free(M_array);
/* free temporary arrays */
free(dst_DIDX);
free(sub_dst_DIDX);
free(DIDX_array);
res = cuMemFreeHost(dst_DID_4);
if(res != CUDA_SUCCESS) {
printf("cuMemFreeHost(dst_DID_4) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
free(sub_dst_DID_4);
free(DID_4_array);
res = cuMemFreeHost(dst_PIDX);
if(res != CUDA_SUCCESS) {
printf("cuMemFreeHost(dst_PIDX) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
free(sub_dst_PIDX);
free(PIDX_array);
res = cuCtxSetCurrent(ctx[0]);
if(res != CUDA_SUCCESS) {
printf("cuCtxSetCurrent(ctx[0]) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
} // start from if(NoP>0)
/* combine root and part score and detect boundary box for each-component */
FLOAT *scale_array = (FLOAT *)malloc((L_MAX-interval)*sizeof(FLOAT));
for(int level=interval; level<L_MAX; level++) {
int L = level - interval;
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X))
{
Tboxes[count]=nullptr;
count++;
continue;
}
scale_array[L] = (FLOAT)sbin/scales[level];
}
for (int level=interval; level<L_MAX; level++) // feature's loop(A's loop) 1level 1picture
{
/* parameters (related for level) */
int L=level-interval;
/* matched score size matrix */
FLOAT scale=(FLOAT)sbin/scales[level];
/* loop conditon */
if(feature_size[level*2]+2*pady<MO->MI->max_Y ||(feature_size[level*2+1]+2*padx<MO->MI->max_X)) {
Tboxes[count]=nullptr;
count++;
continue;
}
/* calculate accumulated score */
gettimeofday(&tv_calc_a_score_start, nullptr);
calc_a_score_GPU(
acc_score, // FLOAT *ac_score
SCORE_array[L], // FLOAT **score
rm_size_array[level], // int *ssize_start
MO->MI, // Model_info *MI
scale, // FLOAT scale
RL_S_array[L], // int *size_score_array
NoC // int NoC
);
gettimeofday(&tv_calc_a_score_end, nullptr);
tvsub(&tv_calc_a_score_end, &tv_calc_a_score_start, &tv);
time_calc_a_score += tv.tv_sec * 1000.0 + (float)tv.tv_usec / 1000.0;
for(int j = 0; j <NoC; j++) {
int R_S[2]={rm_size_array[level][j*2], rm_size_array[level][j*2+1]};
/* get all good matches */
int GMN;
int *GMPC = get_gmpc(SCORE_array[L][j],thresh,R_S,&GMN);
int RSIZE[2]={MO->MI->rsize[j*2], MO->MI->rsize[j*2+1]};
int GL = (numpart[j]+1)*4+3; //31
/* detected box coordinate(current level) */
FLOAT *t_boxes = (FLOAT*)calloc(GMN*GL,sizeof(FLOAT));
gettimeofday(&tv_box_start, nullptr);
// NO NEED TO USE GPU
for(int k = 0;k < GMN;k++) {
FLOAT *P_temp = t_boxes+GL*k;
int y = GMPC[2*k];
int x = GMPC[2*k+1];
/* calculate root box coordinate */
FLOAT *RB =rootbox(x,y,scale,padx,pady,RSIZE);
memcpy(P_temp, RB,sizeof(FLOAT)*4);
s_free(RB);
P_temp+=4;
for(int pp=0;pp<numpart[j];pp++) {
int PBSIZE[2]={psize[j][pp*2], psize[j][pp*2+1]};
int Isize[2]={pm_size_array[L][MO->MI->pidx[j][pp]*2], pm_size_array[L][MO->MI->pidx[j][pp]*2+1]};
/* calculate part box coordinate */
FLOAT *PB = partbox(x,y,ax_array[L][j][pp],ay_array[L][j][pp],scale,padx,pady,PBSIZE,Ix_array[L][j][pp],Iy_array[L][j][pp],Isize);
memcpy(P_temp, PB,sizeof(FLOAT)*4);
P_temp+=4;
s_free(PB);
}
/* component number and score */
*(P_temp++)=(FLOAT)j; //component number
*(P_temp++)=SCORE_array[L][j][x*R_S[0]+y]; //score of good match
*P_temp = scale;
}
// NO NEED TO USE GPU
gettimeofday(&tv_box_end, nullptr);
tvsub(&tv_box_end, &tv_box_start, &tv);
time_box += tv.tv_sec * 1000.0 + (float)tv.tv_usec / 1000.0;
/* save box information */
if (GMN > 0)
Tboxes[count] = t_boxes;
else
Tboxes[count] = nullptr;
b_nums[count]=GMN;
count++;
detected_boxes+=GMN; //number of detected box
/* release */
s_free(GMPC);
}
////numcom
}
////level
/* free temporary arrays */
free(dst_RL);
free(RL_array);
free(dst_RI);
free(RI_array);
free(dst_OI);
free(OI_array);
free(dst_RL_S);
free(RL_S_array);
free(dst_OFF);
free(OFF_array);
free(dst_SCORE);
free(sub_dst_SCORE);
free(SCORE_array);
free(dst_ax);
free(sub_dst_ax);
free(ax_array);
free(dst_ay);
free(sub_dst_ay);
free(ay_array);
free(Ix_array[0][0][0]);
free(dst_Ix);
free(sub_dst_Ix);
free(Ix_array);
free(Iy_array[0][0][0]);
free(dst_Iy);
free(sub_dst_Iy);
free(Iy_array);
free(scale_array);
gettimeofday(&tv_nucom_end, nullptr);
#ifdef PRINT_INFO
printf("root SCORE : %f\n", time_root_score);
printf("part SCORE : %f\n", time_part_score);
printf("dt : %f\n", time_dt);
printf("calc_a_score : %f\n", time_calc_a_score);
#endif
res = cuCtxSetCurrent(ctx[0]);
if(res != CUDA_SUCCESS) {
printf("cuCtxSetCurrent(ctx[0]) failed: res = %s\n",cuda_response_to_string(res));
exit(1);
}
/* free memory regions */
res = cuMemFreeHost((void *)featp2[0]);
if(res != CUDA_SUCCESS) {
printf("cuMemFreeHost(featp2[0]) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
s_free(featp2);
res = cuMemFreeHost((void *)rootmatch[interval][0]);
if(res != CUDA_SUCCESS) {
printf("cuMemFreeHost(rootmatch[0][0]) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
s_free(rootmatch[0]);
s_free(rootmatch);
if (partmatch != nullptr) {
res = cuMemFreeHost((void *)partmatch[0][0]);
if(res != CUDA_SUCCESS) {
printf("cuMemFreeHost(partmatch[0][0]) failed: res = %s\n", cuda_response_to_string(res));
exit(1);
}
s_free(partmatch[0]);
s_free(partmatch);
s_free(new_PADsize);
}
/* release */
s_free(rm_size_array[0]);
s_free(rm_size_array);
s_free(pm_size_array[0]);
s_free(pm_size_array);
/* Output boundary-box coorinate information */
int GL=(numpart[0]+1)*4+3;
FLOAT *boxes=(FLOAT*)calloc(detected_boxes*GL,sizeof(FLOAT)); //box coordinate information(Temp)
FLOAT *T1 = boxes;
for(int i = 0; i < LofFeat; i++) {
int num_t = b_nums[i]*GL;
if(num_t > 0) {
FLOAT *T2 = Tboxes[i];
//memcpy_s(T1,sizeof(FLOAT)*num_t,T2,sizeof(FLOAT)*num_t);
memcpy(T1, T2,sizeof(FLOAT)*num_t);
T1 += num_t;
}
}
FLOAT abs_threshold = abs(thresh);
/* accumulated score calculation */
FLOAT max_score = 0.0;
/* add offset to accumulated score */
for(int i = 0; i < MO->MI->IM_HEIGHT*MO->MI->IM_WIDTH; i++) {
if (acc_score[i] < thresh) {
acc_score[i] = 0.0;
} else {
acc_score[i] += abs_threshold;
if (acc_score[i] > max_score)
max_score = acc_score[i];
}
}
/* normalization */
if (max_score > 0.0) {
FLOAT ac_ratio = 1.0 / max_score;
for (int i = 0; i < MO->MI->IM_HEIGHT*MO->MI->IM_WIDTH; i++) {
acc_score[i] *= ac_ratio;
}
}
/* release */
free_boxes(Tboxes,LofFeat);
s_free(b_nums);
/* output result */
*detected_count = detected_boxes;
return boxes;
}