1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397
|
/*
* qdist.c - QEMU helpers for handling frequency distributions of data.
*
* Copyright (C) 2016, Emilio G. Cota <cota@braap.org>
*
* License: GNU GPL, version 2 or later.
* See the COPYING file in the top-level directory.
*/
#include "qemu/osdep.h"
#include "qemu/qdist.h"
#include <math.h>
#ifndef NAN
#define NAN (0.0 / 0.0)
#endif
#define QDIST_EMPTY_STR "(empty)"
void qdist_init(struct qdist *dist)
{
dist->entries = g_new(struct qdist_entry, 1);
dist->size = 1;
dist->n = 0;
}
void qdist_destroy(struct qdist *dist)
{
g_free(dist->entries);
}
static inline int qdist_cmp_double(double a, double b)
{
if (a > b) {
return 1;
} else if (a < b) {
return -1;
}
return 0;
}
static int qdist_cmp(const void *ap, const void *bp)
{
const struct qdist_entry *a = ap;
const struct qdist_entry *b = bp;
return qdist_cmp_double(a->x, b->x);
}
void qdist_add(struct qdist *dist, double x, long count)
{
struct qdist_entry *entry = NULL;
if (dist->n) {
struct qdist_entry e;
e.x = x;
entry = bsearch(&e, dist->entries, dist->n, sizeof(e), qdist_cmp);
}
if (entry) {
entry->count += count;
return;
}
if (unlikely(dist->n == dist->size)) {
dist->size *= 2;
dist->entries = g_renew(struct qdist_entry, dist->entries, dist->size);
}
dist->n++;
entry = &dist->entries[dist->n - 1];
entry->x = x;
entry->count = count;
qsort(dist->entries, dist->n, sizeof(*entry), qdist_cmp);
}
void qdist_inc(struct qdist *dist, double x)
{
qdist_add(dist, x, 1);
}
/*
* Unicode for block elements. See:
* https://en.wikipedia.org/wiki/Block_Elements
*/
static const gunichar qdist_blocks[] = {
0x2581,
0x2582,
0x2583,
0x2584,
0x2585,
0x2586,
0x2587,
0x2588
};
#define QDIST_NR_BLOCK_CODES ARRAY_SIZE(qdist_blocks)
/*
* Print a distribution into a string.
*
* This function assumes that appropriate binning has been done on the input;
* see qdist_bin__internal() and qdist_pr_plain().
*
* Callers must free the returned string with g_free().
*/
static char *qdist_pr_internal(const struct qdist *dist)
{
double min, max;
GString *s = g_string_new("");
size_t i;
/* if only one entry, its printout will be either full or empty */
if (dist->n == 1) {
if (dist->entries[0].count) {
g_string_append_unichar(s, qdist_blocks[QDIST_NR_BLOCK_CODES - 1]);
} else {
g_string_append_c(s, ' ');
}
goto out;
}
/* get min and max counts */
min = dist->entries[0].count;
max = min;
for (i = 0; i < dist->n; i++) {
struct qdist_entry *e = &dist->entries[i];
if (e->count < min) {
min = e->count;
}
if (e->count > max) {
max = e->count;
}
}
for (i = 0; i < dist->n; i++) {
struct qdist_entry *e = &dist->entries[i];
int index;
/* make an exception with 0; instead of using block[0], print a space */
if (e->count) {
/* divide first to avoid loss of precision when e->count == max */
index = (e->count - min) / (max - min) * (QDIST_NR_BLOCK_CODES - 1);
g_string_append_unichar(s, qdist_blocks[index]);
} else {
g_string_append_c(s, ' ');
}
}
out:
return g_string_free(s, FALSE);
}
/*
* Bin the distribution in @from into @n bins of consecutive, non-overlapping
* intervals, copying the result to @to.
*
* This function is internal to qdist: only this file and test code should
* ever call it.
*
* Note: calling this function on an already-binned qdist is a bug.
*
* If @n == 0 or @from->n == 1, use @from->n.
*/
void qdist_bin__internal(struct qdist *to, const struct qdist *from, size_t n)
{
double xmin, xmax;
double step;
size_t i, j;
qdist_init(to);
if (from->n == 0) {
return;
}
if (n == 0 || from->n == 1) {
n = from->n;
}
/* set equally-sized bins between @from's left and right */
xmin = qdist_xmin(from);
xmax = qdist_xmax(from);
step = (xmax - xmin) / n;
if (n == from->n) {
/* if @from's entries are equally spaced, no need to re-bin */
for (i = 0; i < from->n; i++) {
if (from->entries[i].x != xmin + i * step) {
goto rebin;
}
}
/* they're equally spaced, so copy the dist and bail out */
to->entries = g_renew(struct qdist_entry, to->entries, n);
to->n = from->n;
memcpy(to->entries, from->entries, sizeof(*to->entries) * to->n);
return;
}
rebin:
j = 0;
for (i = 0; i < n; i++) {
double x;
double left, right;
left = xmin + i * step;
right = xmin + (i + 1) * step;
/* Add x, even if it might not get any counts later */
x = left;
qdist_add(to, x, 0);
/*
* To avoid double-counting we capture [left, right) ranges, except for
* the righmost bin, which captures a [left, right] range.
*/
while (j < from->n && (from->entries[j].x < right || i == n - 1)) {
struct qdist_entry *o = &from->entries[j];
qdist_add(to, x, o->count);
j++;
}
}
}
/*
* Print @dist into a string, after re-binning it into @n bins of consecutive,
* non-overlapping intervals.
*
* If @n == 0, use @orig->n.
*
* Callers must free the returned string with g_free().
*/
char *qdist_pr_plain(const struct qdist *dist, size_t n)
{
struct qdist binned;
char *ret;
if (dist->n == 0) {
return g_strdup(QDIST_EMPTY_STR);
}
qdist_bin__internal(&binned, dist, n);
ret = qdist_pr_internal(&binned);
qdist_destroy(&binned);
return ret;
}
static char *qdist_pr_label(const struct qdist *dist, size_t n_bins,
uint32_t opt, bool is_left)
{
const char *percent;
const char *lparen;
const char *rparen;
GString *s;
double x1, x2, step;
double x;
double n;
int dec;
s = g_string_new("");
if (!(opt & QDIST_PR_LABELS)) {
goto out;
}
dec = opt & QDIST_PR_NODECIMAL ? 0 : 1;
percent = opt & QDIST_PR_PERCENT ? "%" : "";
n = n_bins ? n_bins : dist->n;
x = is_left ? qdist_xmin(dist) : qdist_xmax(dist);
step = (qdist_xmax(dist) - qdist_xmin(dist)) / n;
if (opt & QDIST_PR_100X) {
x *= 100.0;
step *= 100.0;
}
if (opt & QDIST_PR_NOBINRANGE) {
lparen = rparen = "";
x1 = x;
x2 = x; /* unnecessary, but a dumb compiler might not figure it out */
} else {
lparen = "[";
rparen = is_left ? ")" : "]";
if (is_left) {
x1 = x;
x2 = x + step;
} else {
x1 = x - step;
x2 = x;
}
}
g_string_append_printf(s, "%s%.*f", lparen, dec, x1);
if (!(opt & QDIST_PR_NOBINRANGE)) {
g_string_append_printf(s, ",%.*f%s", dec, x2, rparen);
}
g_string_append(s, percent);
out:
return g_string_free(s, FALSE);
}
/*
* Print the distribution's histogram into a string.
*
* See also: qdist_pr_plain().
*
* Callers must free the returned string with g_free().
*/
char *qdist_pr(const struct qdist *dist, size_t n_bins, uint32_t opt)
{
const char *border = opt & QDIST_PR_BORDER ? "|" : "";
char *llabel, *rlabel;
char *hgram;
GString *s;
if (dist->n == 0) {
return g_strdup(QDIST_EMPTY_STR);
}
s = g_string_new("");
llabel = qdist_pr_label(dist, n_bins, opt, true);
rlabel = qdist_pr_label(dist, n_bins, opt, false);
hgram = qdist_pr_plain(dist, n_bins);
g_string_append_printf(s, "%s%s%s%s%s",
llabel, border, hgram, border, rlabel);
g_free(llabel);
g_free(rlabel);
g_free(hgram);
return g_string_free(s, FALSE);
}
static inline double qdist_x(const struct qdist *dist, int index)
{
if (dist->n == 0) {
return NAN;
}
return dist->entries[index].x;
}
double qdist_xmin(const struct qdist *dist)
{
return qdist_x(dist, 0);
}
double qdist_xmax(const struct qdist *dist)
{
return qdist_x(dist, dist->n - 1);
}
size_t qdist_unique_entries(const struct qdist *dist)
{
return dist->n;
}
unsigned long qdist_sample_count(const struct qdist *dist)
{
unsigned long count = 0;
size_t i;
for (i = 0; i < dist->n; i++) {
struct qdist_entry *e = &dist->entries[i];
count += e->count;
}
return count;
}
static double qdist_pairwise_avg(const struct qdist *dist, size_t index,
size_t n, unsigned long count)
{
/* amortize the recursion by using a base case > 2 */
if (n <= 8) {
size_t i;
double ret = 0;
for (i = 0; i < n; i++) {
struct qdist_entry *e = &dist->entries[index + i];
ret += e->x * e->count / count;
}
return ret;
} else {
size_t n2 = n / 2;
return qdist_pairwise_avg(dist, index, n2, count) +
qdist_pairwise_avg(dist, index + n2, n - n2, count);
}
}
double qdist_avg(const struct qdist *dist)
{
unsigned long count;
count = qdist_sample_count(dist);
if (!count) {
return NAN;
}
return qdist_pairwise_avg(dist, 0, dist->n, count);
}
|