#include <math.h>
#include "hfta_udaf.h"
-#define QUANT_LFTA1_SIZE 729
-#define QUANT_LFTA2_SIZE 181
-#define QUANT_LFTA3_SIZE 100
+#include <algorithm> // std::sort
-#define QUANT_EPS 0.01
-#define SKIPDIR_SIZE 100
-#define SKIPDIR_HEIGHT_MAX 7
-#define max(a,b) ((a) > (b) ? (a) : (b))
+#include<iostream>
+#include "udaf_common.h"
+//#define QUANT_LFTA1_SIZE 729
+//#define QUANT_LFTA2_SIZE 181
+//#define QUANT_LFTA3_SIZE 50
+//#define QUANT_EPS 0.01
+//#define SKIPDIR_SIZE 100
+//#define SKIPDIR_HEIGHT_MAX 7
+
+
+//#define max(a,b) ((a) > (b) ? (a) : (b))
+
+using namespace std;
+
+// current use
+// hfta_only: quant_udaf_hfta0
+// extraction: extr_quant_hfta0_fcn extr_med_hfta0_fcn extr_quant_hfta0_space
+// lfta/hfta: quant_udaf_lfta3 quant_udaf_hfta3
+
+// TODO
+// - Should the hfta part of the hfta/lfta split (hfta3)
+// match the hfta-only implementation (hftaZ)?
+// - On out-of-space conditions, try a compress before
+// discarding the sample. If that happens, can the rate
+// of compresses be decreased?
+// - Can the lfta part be made to work with actual compression?
+// if not, change the implementation to gather a collection
+// of samples, then send them up. This should decrease
+// lfta space use and reduce the cost of adding to the hfta.
/****************************************************************/
/* Data Structures */
/****************************************************************/
-typedef struct tuple_t {
- gs_uint32_t val;
- gs_uint32_t gap;
- gs_uint32_t del;
- gs_uint32_t next;
-} tuple_t;
-typedef struct supertuple_t {
- gs_uint32_t val;
- gs_uint32_t gap;
- gs_uint32_t del;
- struct supertuple_t *next;
-} supertuple_t;
/****************************************************************/
-typedef gs_uint32_t val_type;
+template <class T> struct tuple_t {
+ T val;
+ gs_uint32_t gap;
+ gs_uint32_t del;
+ gs_uint32_t next;
+};
-typedef struct skipnode {
- val_type val;
+template <class T> struct skipnode_t {
+ T val;
gs_uint32_t next;
gs_uint32_t down;
-} skipnode_t;
+};
-typedef struct skipdir {
+template <class T> struct skipdir_t {
gs_uint32_t height; // height of tree
gs_uint32_t freeptr; // cursor space stack
gs_uint32_t headptr[SKIPDIR_HEIGHT_MAX]; // ptrs to levels
- skipnode_t list[SKIPDIR_SIZE+1];
-} skipdir_t;
+ skipnode_t<T> list[SKIPDIR_SIZE+1];
+};
/****************************************************************/
-typedef struct quant_udaf_hfta0_struct_t {
- gs_uint32_t nelts; // 4 bytes
- supertuple_t *t; // 8 bytes
-} quant_udaf_hfta0_struct_t;
-
-typedef struct quant_udaf_lfta1_struct_t {
- gs_uint32_t nelts;
- gs_uint32_t samples[QUANT_LFTA1_SIZE];
-} quant_udaf_lfta1_struct_t;
-
-typedef struct quant_udaf_hfta1_struct_t {
- gs_uint32_t nelts; // 4 bytes
- supertuple_t *t; // 8 bytes
-} quant_udaf_hfta1_struct_t;
-typedef struct quant_udaf_lfta2_struct_t {
- gs_uint32_t nelts;
- gs_uint32_t freeptr;
- gs_uint32_t usedptr;
- tuple_t t[QUANT_LFTA2_SIZE+1];
-} quant_udaf_lfta2_struct_t;
-typedef struct quant_udaf_hfta2_struct_t {
- gs_uint32_t nelts; // 4 bytes
- supertuple_t *t; // 8 bytes
-} quant_udaf_hfta2_struct_t;
-typedef struct quant_udaf_lfta3_struct_t {
+template <class T> struct quant_udaf_lfta3_struct_t {
gs_uint32_t nelts;
gs_uint32_t freeptr;
gs_uint32_t usedptr;
gs_uint32_t circptr;
gs_uint32_t size;
- tuple_t t[QUANT_LFTA3_SIZE+1];
- skipdir_t sd;
-} quant_udaf_lfta3_struct_t;
-
-typedef struct quant_udaf_hfta3_struct_t {
- gs_uint32_t nelts; // 4 bytes
- supertuple_t *t; // 8 bytes
-} quant_udaf_hfta3_struct_t;
-
-
-
-/*************************** Version 0 **************************/
-/* Version 0: HFTA-only */
-/****************************************************************/
-void quant_udaf_hfta0_print(quant_udaf_hfta0_struct_t *s)
-{
- supertuple_t *t;
-
- gslog(LOG_DEBUG,"hfta nelts = %u\n",s->nelts);
- gslog(LOG_DEBUG,"HFTA tuples:\n");
- for (t=s->t; t != NULL; t=t->next) {
- gslog(LOG_DEBUG,"(%u, %u, %u)\n",t->val,t->gap,t->del);
- }
-}
-
-void quant_udaf_hfta0_compress(quant_udaf_hfta0_struct_t *s)
-{
- supertuple_t *t=s->t, *d;
- gs_uint32_t threshold;
-
- threshold = (gs_uint32_t)ceil((2.0 * QUANT_EPS) * (float)(s->nelts));
- if ((t == NULL) || (t->next == NULL)) return;
- d = t->next;
- while ((d != NULL) && (d->next != NULL)) {
- if (d->gap+d->next->gap+d->next->del < threshold) {
- d->next->gap += d->gap;
- t->next = d->next;
- free(d);
- }
- t = t->next;
- d = t->next;
- }
-}
-
-/****************************************************************/
-/* HFTA0 functions */
-/****************************************************************/
-void quant_udaf_hfta0_HFTA_AGGR_INIT_(gs_sp_t b)
-{
- quant_udaf_hfta0_struct_t *s = (quant_udaf_hfta0_struct_t *)b;
- s->nelts = 0;
- s->t = NULL;
-}
-
-void quant_udaf_hfta0_HFTA_AGGR_UPDATE_(gs_sp_t b, gs_uint32_t v)
-{
- quant_udaf_hfta0_struct_t *s = (quant_udaf_hfta0_struct_t *)b;
- supertuple_t *t=s->t;
- supertuple_t *newptr;
- gs_uint32_t threshold;
- gs_uint32_t val, gap;
- gs_uint32_t obj;
-
- s->nelts++;
- // left boundary case
- if ((!t) || (v <= t->val)) {
- newptr = (supertuple_t *)malloc(sizeof(supertuple_t));
- if (!newptr) {
- gslog(LOG_ALERT, "Out of space.\n");
- return;
- }
- newptr->val = v;
- newptr->gap = 1;
- newptr->del = 0;
- newptr->next = s->t;
- s->t = newptr;
- return;
- }
-
- // locate position that sandwiches v
- while ((t->next) && (t->next->val < v))
- t = t->next;
-
- // right boundary case
- if (!t->next) {
- // create newptr node
- newptr = (supertuple_t *)malloc(sizeof(supertuple_t));
- newptr->val = v;
- newptr->gap = 1;
- newptr->del = 0;
- newptr->next = NULL;
- t->next = newptr;
- }
- // non-boundary case
- else {
- obj = t->gap+t->next->gap+t->next->del;
- threshold = (gs_uint32_t)ceil(2.0 * QUANT_EPS * (float)s->nelts);
- if (obj <= threshold) {
- // insert into existing bucket
- t->next->gap++;
- }
- else {
- newptr = (supertuple_t *)malloc(sizeof(supertuple_t));
- newptr->val = v;
- newptr->gap = 1;
- newptr->del = t->next->gap+t->next->del-1;
- newptr->next = t->next;
- t->next = newptr;
- }
- }
- quant_udaf_hfta0_compress(s);
-}
+ tuple_t<T> t[QUANT_LFTA3_SIZE+1];
+ skipdir_t<T> sd;
+};
-void quant_udaf_hfta0_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b)
-{
- r->length = sizeof(quant_udaf_hfta0_struct_t);
- r->offset = (gs_p_t )b;
- r->reserved = SHALLOW_COPY;
-}
-void quant_udaf_hfta0_HFTA_AGGR_DESTROY_(gs_sp_t b)
-{
- quant_udaf_hfta0_struct_t *s = (quant_udaf_hfta0_struct_t *)b;
- supertuple_t *t=s->t, *n;
- while(t){
- n=t->next;
- free(t);
- t=n;
- }
+template <class T> struct supertuple3_t{ // hfta/lfta
+ T val;
+ gs_uint32_t gap;
+ gs_uint32_t del;
+ struct supertuple3_t<T> *next;
+};
- return;
-}
+template <class T> struct supertupleZ_t{
+ T val;
+ gs_uint32_t gap;
+ gs_uint32_t del;
+ gs_int32_t next;
+};
-/****************************************************************/
-/* HFTA0 Extraction functions */
-/****************************************************************/
-gs_uint32_t extr_quant_hfta0_fcn(vstring *v, gs_float_t phi)
-{
-//printf("In extr_quant_hfta0_fcn offset=%llx length=%d\n",v->offset, v->length);
- quant_udaf_hfta0_struct_t *vs = (quant_udaf_hfta0_struct_t *)(v->offset);
-//printf("nelts=%d t=%llx\n",vs->nelts, (unsigned long long int)(vs->t));
- supertuple_t *t, *p;
- gs_uint32_t nelts=0;
- gs_int32_t rmin=0, rmax, rank, ropt=INT_MAX;
- gs_uint32_t count=0;
+template <class T> struct quant_udaf_hfta_struct_t {
+ gs_uint32_t nelts; // 4 bytes
+ short int used_head;
+ short int free_head;
+ supertupleZ_t<T> *st;
+ gs_uint32_t *vals;
+ supertuple3_t<T> *t; // 8 bytes
+};
- for (t=vs->t; t != NULL; t=t->next) {
-//printf("in loop.\n");
-//printf("gap is %d\n",t->gap);
- nelts += t->gap;
- count++;
- }
- rank = (gs_int32_t) (phi*(float)nelts);
- for (t=vs->t; t != NULL; t=t->next) {
- rmin += t->gap;
- rmax = rmin+t->del;
- if (max(abs(rmin-rank), abs(rmax-rank)) < ropt) {
- p = t;
- ropt = max(abs(rmin-rank), abs(rmax-rank));
- }
- }
- return p->val;
-}
-
-gs_uint32_t extr_med_hfta0_fcn(vstring *v)
-{
- return extr_quant_hfta0_fcn(v, 0.5);
-}
-gs_uint32_t extr_quant_hfta0_space(vstring *v)
-{
- quant_udaf_hfta0_struct_t *vs = (quant_udaf_hfta0_struct_t *)(v->offset);
- supertuple_t *t;
- gs_uint32_t count=0;
- for (t=vs->t; t != NULL; t=t->next)
- count++;
- return count;
-}
/*************************** Version 3 **************************/
/* Version 3: LFTA-medium */
/****************************************************************/
-void quant_hfta3_print(quant_udaf_hfta3_struct_t *s)
+template <class T> void quant_hfta3_print(quant_udaf_hfta_struct_t<T> *s)
{
- supertuple_t *t;
+ supertuple3_t<T> *t;
//printf("In quant_hfta3_print, s=%llx, t=%llx\n",(unsigned long long int)s,(unsigned long long int)(s->t));
gslog(LOG_DEBUG,"HFTA tuples:\n");
}
}
-void quant_hfta3_compress(quant_udaf_hfta3_struct_t *s)
+template <class T> void quant_hfta3_compress(quant_udaf_hfta_struct_t<T> *s)
{
- supertuple_t *t=s->t, *d;
+ supertuple3_t<T> *t=s->t, *d;
gs_uint32_t threshold;
threshold = (gs_uint32_t)ceil((2.0 * QUANT_EPS) * (float)(s->nelts));
/****************************************************************/
/* HFTA3 functions */
/****************************************************************/
-void quant_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b)
-{
- quant_udaf_hfta3_struct_t *s = (quant_udaf_hfta3_struct_t *)b;
+
+// since it does mallocs instead of allocations in a fixed block of memory
+template <class T> void quant_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b) {
+//printf("sizeof quant_udaf_hfta_struct_t<T> is %lu\n",sizeof(quant_udaf_hfta_struct_t<T>));
+//printf("sizeof quant_udaf_lfta3_struct_t<T> is %lu\n",sizeof(quant_udaf_lfta3_struct_t<T>));
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+//printf("quant_udaf_hfta3_HFTA_AGGR_INIT_ size is %lu\n",sizeof(quant_udaf_hfta_struct_t<T>));
s->nelts = 0;
s->t = NULL;
+ s->vals = NULL;
+ s->st = NULL;
+ s->used_head = -1;
+ s->free_head = -1;
}
-void quant_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v)
-{
- quant_udaf_hfta3_struct_t *s = (quant_udaf_hfta3_struct_t *)b;
- quant_udaf_lfta3_struct_t *vs = (quant_udaf_lfta3_struct_t *)(v->offset);
- supertuple_t *t=s->t, *tprev=NULL;
- tuple_t *u=vs->t;
- supertuple_t *newptr;
+void quant_ui_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hfta3_HFTA_AGGR_INIT_<gs_uint32_t>(b);
+}
+void quant_i_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hfta3_HFTA_AGGR_INIT_<gs_int32_t>(b);
+}
+void quant_ul_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hfta3_HFTA_AGGR_INIT_<gs_uint64_t>(b);
+}
+void quant_l_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hfta3_HFTA_AGGR_INIT_<gs_int64_t>(b);
+}
+void quant_f_udaf_hfta3_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hfta3_HFTA_AGGR_INIT_<gs_float_t>(b);
+}
+
+template <class T> void quant_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v) {
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+ quant_udaf_lfta3_struct_t<T> *vs = (quant_udaf_lfta3_struct_t<T> *)(v->offset);
+ supertuple3_t<T> *t=s->t, *tprev=NULL;
+ tuple_t<T> *u=vs->t;
+ supertuple3_t<T> *newptr;
gs_uint32_t uptr = vs->usedptr;
gs_uint32_t threshold;
threshold = (gs_uint32_t)ceil((2.0 * QUANT_EPS) * (float)(vs->nelts));
while (uptr != 0) {
+//printf("uptr=%d\n",uptr);
if ((u[uptr].next != 0) && (u[uptr].gap+u[u[uptr].next].gap+u[u[uptr].next].del < threshold)) {
u[u[uptr].next].gap += u[uptr].gap;
}
}
if (!uptr) break;
// create newptr node
- newptr = (supertuple_t *)malloc(sizeof(supertuple_t));
+ newptr = (supertuple3_t<T> *)malloc(sizeof(supertuple3_t<T>));
newptr->val = u[uptr].val;
newptr->gap = u[uptr].gap;
newptr->del = u[uptr].del;
}
uptr = u[uptr].next;
}
- quant_hfta3_compress(s);
+ quant_hfta3_compress<T>(s);
//quant_hfta3_print(s);
//printf("exiting quant_udaf_hfta3_HFTA_AGGR_UPDATE_, s=%llx, t=%llx\n",(unsigned long long int)s,(unsigned long long int)(s->t));
}
-void quant_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b)
-{
- r->length = sizeof(quant_udaf_hfta3_struct_t);
+void quant_ui_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v){
+ quant_udaf_hfta3_HFTA_AGGR_UPDATE_<gs_uint32_t>(b, v);
+}
+void quant_i_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v){
+ quant_udaf_hfta3_HFTA_AGGR_UPDATE_<gs_int32_t>(b, v);
+}
+void quant_ul_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v){
+ quant_udaf_hfta3_HFTA_AGGR_UPDATE_<gs_uint64_t>(b, v);
+}
+void quant_l_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v){
+ quant_udaf_hfta3_HFTA_AGGR_UPDATE_<gs_int64_t>(b, v);
+}
+void quant_f_udaf_hfta3_HFTA_AGGR_UPDATE_(gs_sp_t b, vstring *v){
+ quant_udaf_hfta3_HFTA_AGGR_UPDATE_<gs_float_t>(b, v);
+}
+
+template <class T> void quant_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ r->length = sizeof(quant_udaf_hfta_struct_t<T>);
r->offset = (gs_p_t )b;
r->reserved = SHALLOW_COPY;
- quant_udaf_hfta3_struct_t *s = (quant_udaf_hfta3_struct_t *)b;
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
//printf("In quant_udaf_hfta3_HFTA_AGGR_OUTPUT_, s=%llx, t=%llx\n\n",(unsigned long long int)s,(unsigned long long int)(s->t));
}
-void quant_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b)
-{
+void quant_ui_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_OUTPUT_<gs_uint32_t>(r, b);
+}
+void quant_i_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_OUTPUT_<gs_int32_t>(r, b);
+}
+void quant_ul_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_OUTPUT_<gs_uint64_t>(r, b);
+}
+void quant_l_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_OUTPUT_<gs_int64_t>(r, b);
+}
+void quant_f_udaf_hfta3_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_OUTPUT_<gs_float_t>(r, b);
+}
+
+template <class T> void quant_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b) {
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+ supertuple3_t<T> *t=s->t, *n;
+ while(t){
+ n=t->next;
+ free(t);
+ t=n;
+ }
return;
}
+void quant_ui_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_DESTROY_<gs_uint32_t>(b);
+}
+void quant_i_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_DESTROY_<gs_int32_t>(b);
+}
+void quant_ul_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_DESTROY_<gs_uint64_t>(b);
+}
+void quant_l_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_DESTROY_<gs_int64_t>(b);
+}
+void quant_f_udaf_hfta3_HFTA_AGGR_DESTROY_(gs_sp_t b) {
+ quant_udaf_hfta3_HFTA_AGGR_DESTROY_<gs_float_t>(b);
+}
+
/****************************************************************/
/* HFTA3 Extraction functions */
/****************************************************************/
-gs_uint32_t extr_quant_hfta3_fcn(vstring *v, gs_float_t phi)
-{
- quant_udaf_hfta3_struct_t *vs = (quant_udaf_hfta3_struct_t *)(v->offset);
- supertuple_t *t, *p;
+template <class T> T extr_quant_hfta3_fcn(vstring *v, gs_float_t phi) {
+ quant_udaf_hfta_struct_t<T> *vs = (quant_udaf_hfta_struct_t<T> *)(v->offset);
+ supertuple3_t<T> *t, *p;
gs_uint32_t nelts=0;
gs_int32_t rmin=0, rmax, rank, ropt=INT_MAX;
gs_uint32_t count=0;
return p->val;
}
-gs_uint32_t extr_med_hfta3_fcn(vstring *v)
+/*
+gs_uint32_t extr_quant_ui_hfta3_fcn(vstring *v, gs_float_t phi){
+ return extr_quant_hfta3_fcn<gs_uint32_t>(v, phi);
+}
+gs_int32_t extr_quant_i_hfta3_fcn(vstring *v, gs_float_t phi){
+ return extr_quant_hfta3_fcn<gs_int32_t>(v, phi);
+}
+gs_uint64_t extr_quant_ul_hfta3_fcn(vstring *v, gs_float_t phi){
+ return extr_quant_hfta3_fcn<gs_uint64_t>(v, phi);
+}
+gs_int64_t extr_quant_l_hfta3_fcn(vstring *v, gs_float_t phi){
+ return extr_quant_hfta3_fcn<gs_int64_t>(v, phi);
+}
+gs_float_t extr_quant_f_hfta3_fcn(vstring *v, gs_float_t phi){
+ return extr_quant_hfta3_fcn<gs_float_t>(v, phi);
+}
+*/
+
+template <class T> T extr_med_hfta3_fcn(vstring *v)
{
- return extr_quant_hfta3_fcn(v, 0.5);
+ return extr_quant_hfta3_fcn<T>(v, 0.5);
+}
+
+gs_uint32_t extr_ui_med_hfta3_fcn(vstring *v){
+ return extr_med_hfta3_fcn<gs_uint32_t>(v);
+}
+gs_int32_t extr_i_med_hfta3_fcn(vstring *v){
+ return extr_med_hfta3_fcn<gs_int32_t>(v);
+}
+gs_uint64_t extr_ul_med_hfta3_fcn(vstring *v){
+ return extr_med_hfta3_fcn<gs_uint64_t>(v);
+}
+gs_int64_t extr_l_med_hfta3_fcn(vstring *v){
+ return extr_med_hfta3_fcn<gs_int64_t>(v);
+}
+gs_float_t extr_f_med_hfta3_fcn(vstring *v){
+ return extr_med_hfta3_fcn<gs_float_t>(v);
}
-gs_uint32_t extr_quant_hfta3_space(vstring *v)
+template <class T> gs_uint32_t extr_quant_hfta3_space(vstring *v)
{
- quant_udaf_hfta3_struct_t *vs = (quant_udaf_hfta3_struct_t *)(v->offset);
- supertuple_t *t;
+ quant_udaf_hfta_struct_t<T> *vs = (quant_udaf_hfta_struct_t<T> *)(v->offset);
+ supertuple3_t<T> *t;
gs_uint32_t count=0;
for (t=vs->t; t != NULL; t=t->next)
count++;
return count;
}
+
+
+
+//////////////////////////////////////////////////////////////////////
+// hfta-only code V3
+
+// This approach stores values in a buffer until
+// the buffer gets filled, and then puts the values into
+// the approximate quantile udaf.
+//
+// Further, the code is templatized
+
+#define MAX_QUANT_ELEMS 128
+#define MAX_VAL_ELEMS 50
+// MAX_VAL_ELEMS must be less than MAX_QUANT_ELEMS,
+// and probably somewhat less than 1/QUANT_EPS
+// Another consideration is space use, as most groups are small,
+// so you want MAX_VAL_ELEMS to be as small as possible
+// and still capture most small groups.
+
+// To really optimize for space, use a doubling realloc
+// strategy until the doubled size would be 2K bytes,
+// and then instead of doubling, insert into the approx
+// structure.
+//
+
+/*
+template <class T> struct supertupleZ_t{
+ T val;
+ gs_uint32_t gap;
+ gs_uint32_t del;
+ gs_int32_t next;
+};
+*/
+
+/*
+template <class T> struct quant_udaf_hftaZ_struct_t{
+ gs_uint32_t nelts;
+ short int used_head;
+ short int free_head;
+ supertupleZ_t<T> *st;
+ gs_uint32_t *vals;
+};
+*/
+
+
+template <class T> void quant_udaf_hftaZ_compress(quant_udaf_hfta_struct_t<T> *s)
+{
+ int t = s->used_head, d, d_next=-1;
+ gs_uint32_t threshold;
+ supertupleZ_t<T> *st = s->st;
+
+ threshold = (gs_uint32_t)ceil((2.0 * QUANT_EPS) * (float)(s->nelts));
+ if ((t == -1) || (st[t].next == -1)) return;
+ d = st[t].next;
+ while ((d != -1) && (st[d].next != -1)) {
+ d_next = st[d].next;
+ if (st[d].gap + st[d_next].gap + st[d_next].del < threshold) {
+ st[d_next].gap += st[d].gap;
+ st[t].next = st[d].next;
+ st[d].next = s->free_head;
+ s->free_head = d;
+ }
+ t = st[t].next;
+ d = st[t].next;
+ }
+}
+
+template <class T> void quant_udaf_hftaZ_HFTA_AGGR_INIT_(gs_sp_t b) {
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+//printf("quant_udaf_hftaZ_HFTA_AGGR_INIT_ size is %lu\n",sizeof(quant_udaf_hfta_struct_t<T>));
+ s->nelts = 0;
+ s->st=NULL;
+ s->vals = (gs_uint32_t *)malloc(MAX_VAL_ELEMS*sizeof(T));
+ s->t = NULL;
+}
+
+template <class T> void quant_udaf_hftaZ_HFTA_AGGR_UPDATE_(gs_sp_t b, T v) {
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+ if(s->nelts<MAX_VAL_ELEMS){
+ s->vals[s->nelts] = v;
+ s->nelts++;
+ return;
+ }
+
+ if(s->nelts==MAX_VAL_ELEMS){
+// qsort(s->vals, MAX_VAL_ELEMS, sizeof(gs_uint32_t), compare_gs_uint32);
+ sort(s->vals,s->vals+s->nelts);
+ s->st = (supertupleZ_t<T> *)malloc(MAX_QUANT_ELEMS*sizeof(quant_udaf_hfta_struct_t<T>));
+ for(int i=0;i<MAX_VAL_ELEMS;++i){
+ s->st[i].val = s->vals[i];
+ s->st[i].gap = 1;
+ s->st[i].del = 0;
+ s->st[i].next = i+1;
+ }
+ s->st[MAX_VAL_ELEMS-1].next = -1;
+ for(int i=MAX_VAL_ELEMS; i<MAX_QUANT_ELEMS; ++i){
+ s->st[i].next = i+1;
+ }
+ s->st[MAX_QUANT_ELEMS-1].next = -1;
+ s->free_head = MAX_VAL_ELEMS;
+ s->used_head = 0;
+ free(s->vals);
+ s->vals = NULL;
+ }
+
+// s->nelts > MAX_VAL_ELEMS
+ int t=s->used_head;
+ int newptr;
+ gs_uint32_t threshold;
+ gs_uint32_t val, gap;
+ gs_uint32_t obj;
+ supertupleZ_t<T> *st = s->st;
+
+ s->nelts++;
+ // left boundary case
+ if ((t==-1) || (v <= st[t].val)) {
+ newptr = s->free_head;
+ if (newptr==-1) {
+ gslog(LOG_ALERT, "Out of space in quant_udaf_hftaZ_HFTA_AGGR_UPDATE_.\n");
+ cout << v << endl;
+ quant_udaf_hftaZ_compress<T>(s);
+ return;
+ }
+ s->free_head = st[newptr].next;
+ st[newptr].val = v;
+ st[newptr].gap = 1;
+ st[newptr].del = 0;
+ st[newptr].next = s->used_head;
+ s->used_head = newptr;
+ return;
+ }
+
+ // locate position that sandwiches v
+ int ptr=t;
+ while ((st[ptr].next!=-1) && (st[st[ptr].next].val < v))
+ ptr = st[ptr].next;
+
+ // right boundary case
+ if (st[ptr].next==-1) {
+ // create newptr node
+ newptr = s->free_head;
+ if (newptr==-1) {
+ gslog(LOG_ALERT, "Out of space in quant_udaf_hftaZ_HFTA_AGGR_UPDATE_.\n");
+ quant_udaf_hftaZ_compress<T>(s);
+ return;
+ }
+ s->free_head = st[newptr].next;
+ st[newptr].val = v;
+ st[newptr].gap = 1;
+ st[newptr].del = 0;
+ st[newptr].next =-1;
+ st[ptr].next = newptr;
+ }
+ // non-boundary case
+ else {
+ int nextptr = st[ptr].next;
+ obj = st[ptr].gap + st[nextptr].gap + st[nextptr].del;
+ threshold = (gs_uint32_t)ceil(2.0 * QUANT_EPS * (float)s->nelts);
+ if (obj <= threshold) {
+ // insert into existing bucket
+ st[nextptr].gap++;
+ }
+ else {
+ newptr = s->free_head;
+ if (newptr==-1) {
+ gslog(LOG_ALERT, "Out of space in quant_udaf_hftaZ_HFTA_AGGR_UPDATE_.\n");
+ quant_udaf_hftaZ_compress<T>(s);
+ return;
+ }
+ s->free_head = st[newptr].next;
+ st[newptr].val = v;
+ st[newptr].gap = 1;
+ st[newptr].del = st[nextptr].gap + st[nextptr].del-1;
+ st[newptr].next = st[ptr].next;
+ st[ptr].next = newptr;
+ }
+ }
+ if(s->nelts>100 && (s->nelts & 0x03)==0)
+ quant_udaf_hftaZ_compress<T>(s);
+}
+
+template <class T> void quant_udaf_hftaZ_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ r->length = sizeof(quant_udaf_hfta_struct_t<T>);
+ r->offset = (gs_p_t )b;
+ r->reserved = SHALLOW_COPY;
+}
+
+template <class T> void quant_udaf_hftaZ_HFTA_AGGR_DESTROY_(gs_sp_t b){
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+ if(s->vals != NULL)
+ free(s->vals);
+ if(s->st)
+ free(s->st);
+}
+
+
+template <class T> T extr_quant_hftaZ_fcn(vstring *v, gs_float_t phi) {
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)(v->offset);
+ int t, p;
+
+ if(s->t != NULL){ // separate path for hfta/lfta split
+ return extr_quant_hfta3_fcn<T>(v, phi);
+ }
+
+ if(s->vals){
+// qsort(s->vals, s->nelts, sizeof(gs_uint32_t), compare_gs_uint32);
+ sort(s->vals,s->vals+s->nelts);
+ gs_int32_t rank = (gs_int32_t) (phi*(float)(s->nelts));
+ if(rank>=s->nelts)
+ rank=s->nelts-1;
+ return s->vals[rank];
+ }
+
+
+ gs_int32_t rmin=0, rmax, rank, ropt=INT_MAX;
+ gs_uint32_t count=0;
+ supertupleZ_t<T> *st = s->st;
+
+ rank = (gs_int32_t) (phi*(float)(s->nelts));
+
+ for (t=s->used_head; t != -1; t=st[t].next) {
+ rmin += st[t].gap;
+ rmax = rmin+st[t].del;
+ if (max(abs(rmin-rank), abs(rmax-rank)) < ropt) {
+ p = t;
+ ropt = max(abs(rmin-rank), abs(rmax-rank));
+ } else break;
+ }
+ return st[p].val;
+}
+template <class T> T extr_med_hftaZ_fcn(vstring *v) {
+ return extr_quant_hftaZ_fcn<T>(v, 0.5);
+}
+
+
+template <class T> int quant_udaf_hftaZ_nelem(gs_sp_t b) {
+ quant_udaf_hfta_struct_t<T> *s = (quant_udaf_hfta_struct_t<T> *)b;
+ supertupleZ_t<T> *st = s->st;
+
+ if(s->vals != NULL)
+ return s->nelts;
+
+ int ctr=0;
+ int t=s->used_head;
+ while(t>=0){
+ ctr++;
+ t=st[t].next;
+ }
+ return ctr;
+}
+
+// Unsigned int
+void quant_ui_udaf_hftaZ_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_INIT_<gs_uint32_t>(b);
+}
+void quant_ui_udaf_hftaZ_HFTA_AGGR_UPDATE_(gs_sp_t b, gs_uint32_t v){
+ quant_udaf_hftaZ_HFTA_AGGR_UPDATE_<gs_uint32_t>(b,v);
+}
+void quant_ui_udaf_hftaZ_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hftaZ_HFTA_AGGR_OUTPUT_<gs_uint32_t>(r,b);
+}
+void quant_ui_udaf_hftaZ_HFTA_AGGR_DESTROY_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_DESTROY_<gs_uint32_t>(b);
+}
+gs_uint32_t extr_quant_ui_hftaZ_fcn(vstring *v, gs_float_t phi) {
+ return extr_quant_hftaZ_fcn<gs_uint32_t>(v,phi);
+}
+gs_uint32_t extr_med_ui_hftaZ_fcn(vstring *v){
+ return extr_med_hftaZ_fcn<gs_uint32_t>(v);
+}
+int quant_ui_udaf_hftaZ_nelem(gs_sp_t b) {
+ return quant_udaf_hftaZ_nelem<gs_uint32_t>(b);
+}
+
+// int
+void quant_i_udaf_hftaZ_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_INIT_<gs_int32_t>(b);
+}
+void quant_i_udaf_hftaZ_HFTA_AGGR_UPDATE_(gs_sp_t b, gs_int32_t v){
+ quant_udaf_hftaZ_HFTA_AGGR_UPDATE_<gs_int32_t>(b,v);
+}
+void quant_i_udaf_hftaZ_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hftaZ_HFTA_AGGR_OUTPUT_<gs_int32_t>(r,b);
+}
+void quant_i_udaf_hftaZ_HFTA_AGGR_DESTROY_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_DESTROY_<gs_int32_t>(b);
+}
+gs_int32_t extr_quant_i_hftaZ_fcn(vstring *v, gs_float_t phi) {
+ return extr_quant_hftaZ_fcn<gs_int32_t>(v,phi);
+}
+gs_int32_t extr_med_i_hftaZ_fcn(vstring *v){
+ return extr_med_hftaZ_fcn<gs_int32_t>(v);
+}
+gs_int32_t quant_i_udaf_hftaZ_nelem(gs_sp_t b) {
+ return quant_udaf_hftaZ_nelem<gs_int32_t>(b);
+}
+
+// Unsigned long long int
+void quant_ul_udaf_hftaZ_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_INIT_<gs_uint64_t>(b);
+}
+void quant_ul_udaf_hftaZ_HFTA_AGGR_UPDATE_(gs_sp_t b, gs_uint64_t v){
+ quant_udaf_hftaZ_HFTA_AGGR_UPDATE_<gs_uint64_t>(b,v);
+}
+void quant_ul_udaf_hftaZ_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hftaZ_HFTA_AGGR_OUTPUT_<gs_uint64_t>(r,b);
+}
+void quant_ul_udaf_hftaZ_HFTA_AGGR_DESTROY_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_DESTROY_<gs_uint64_t>(b);
+}
+gs_uint64_t extr_quant_ul_hftaZ_fcn(vstring *v, gs_float_t phi) {
+ return extr_quant_hftaZ_fcn<gs_uint64_t>(v,phi);
+}
+gs_uint64_t extr_med_ul_hftaZ_fcn(vstring *v){
+ return extr_med_hftaZ_fcn<gs_uint64_t>(v);
+}
+int quant_ul_udaf_hftaZ_nelem(gs_sp_t b) {
+ return quant_udaf_hftaZ_nelem<gs_uint64_t>(b);
+}
+
+// long long int
+void quant_l_udaf_hftaZ_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_INIT_<gs_int64_t>(b);
+}
+void quant_l_udaf_hftaZ_HFTA_AGGR_UPDATE_(gs_sp_t b, gs_int64_t v){
+ quant_udaf_hftaZ_HFTA_AGGR_UPDATE_<gs_int64_t>(b,v);
+}
+void quant_l_udaf_hftaZ_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hftaZ_HFTA_AGGR_OUTPUT_<gs_int64_t>(r,b);
+}
+void quant_l_udaf_hftaZ_HFTA_AGGR_DESTROY_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_DESTROY_<gs_int64_t>(b);
+}
+gs_int64_t extr_quant_l_hftaZ_fcn(vstring *v, gs_float_t phi) {
+ return extr_quant_hftaZ_fcn<gs_int64_t>(v,phi);
+}
+gs_int64_t extr_med_l_hftaZ_fcn(vstring *v){
+ return extr_med_hftaZ_fcn<gs_int64_t>(v);
+}
+int quant_l_udaf_hftaZ_nelem(gs_sp_t b) {
+ return quant_udaf_hftaZ_nelem<gs_int64_t>(b);
+}
+
+
+// double
+void quant_f_udaf_hftaZ_HFTA_AGGR_INIT_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_INIT_<gs_float_t>(b);
+}
+void quant_f_udaf_hftaZ_HFTA_AGGR_UPDATE_(gs_sp_t b, gs_float_t v){
+ quant_udaf_hftaZ_HFTA_AGGR_UPDATE_<gs_float_t>(b,v);
+}
+void quant_f_udaf_hftaZ_HFTA_AGGR_OUTPUT_(vstring *r, gs_sp_t b) {
+ quant_udaf_hftaZ_HFTA_AGGR_OUTPUT_<gs_float_t>(r,b);
+}
+void quant_f_udaf_hftaZ_HFTA_AGGR_DESTROY_(gs_sp_t b){
+ quant_udaf_hftaZ_HFTA_AGGR_DESTROY_<gs_float_t>(b);
+}
+gs_float_t extr_quant_f_hftaZ_fcn(vstring *v, gs_float_t phi) {
+ return extr_quant_hftaZ_fcn<gs_float_t>(v,phi);
+}
+gs_float_t extr_med_f_hftaZ_fcn(vstring *v){
+ return extr_med_hftaZ_fcn<gs_float_t>(v);
+}
+int quant_f_udaf_hftaZ_nelem(gs_sp_t b) {
+ return quant_udaf_hftaZ_nelem<gs_float_t>(b);
+}
+
+