123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522 |
- /****************************************************************************
- *
- * MODULE: r.statistics3
- * AUTHOR(S): Glynn Clements <glynn gclements.plus.com> (original contributor),
- * PURPOSE: Compute category or object oriented quantiles using two passes
- *
- * This program is free software under the GNU General Public
- * License (>=v2). Read the file COPYING that comes with GRASS
- * for details.
- *
- *****************************************************************************/
- #include <stdlib.h>
- #include <string.h>
- #include <math.h>
- #include <grass/gis.h>
- #include <grass/raster.h>
- #include <grass/glocale.h>
- #include <grass/spawn.h>
- #define MAX_CATS 1000
- struct bin
- {
- unsigned long origin;
- DCELL min, max;
- int base, count;
- };
- struct basecat
- {
- unsigned int *slots;
- unsigned long total;
- int num_values;
- unsigned char *slot_bins;
- int num_bins;
- struct bin *bins;
- DCELL *values;
- DCELL *quants;
- };
- static int num_quants;
- static DCELL *quants;
- static DCELL f_min, f_max;
- static int num_slots;
- static DCELL slot_size;
- static int rows, cols;
- static int min, max;
- static int num_cats;
- static struct basecat *basecats;
- static inline int get_slot(DCELL c)
- {
- int i = (int)floor((c - min) / slot_size);
- if (i < 0)
- i = 0;
- if (i > num_slots - 1)
- i = num_slots - 1;
- return i;
- }
- static inline double get_quantile(struct basecat *bc, int n)
- {
- return (double)bc->total * quants[n];
- }
- static void get_slot_counts(int basefile, int coverfile)
- {
- CELL *basebuf = Rast_allocate_c_buf();
- DCELL *coverbuf = Rast_allocate_d_buf();
- int row, col;
- G_message(_("Computing histograms"));
- for (row = 0; row < rows; row++) {
- Rast_get_c_row(basefile, basebuf, row);
- Rast_get_d_row(coverfile, coverbuf, row);
- for (col = 0; col < cols; col++) {
- struct basecat *bc;
- int i;
- if (Rast_is_c_null_value(&basebuf[col]))
- continue;
- if (Rast_is_d_null_value(&coverbuf[col]))
- continue;
- i = get_slot(coverbuf[col]);
- bc = &basecats[basebuf[col] - min];
- bc->slots[i]++;
- bc->total++;
- }
- G_percent(row, rows, 2);
- }
- G_percent(rows, rows, 2);
- G_free(basebuf);
- G_free(coverbuf);
- }
- static void initialize_bins(void)
- {
- int cat;
- G_message(_("Computing bins"));
- for (cat = 0; cat < num_cats; cat++) {
- struct basecat *bc = &basecats[cat];
- int slot;
- double next;
- int num_values = 0;
- int bin = 0;
- unsigned long accum = 0;
- int quant = 0;
- bc->bins = G_calloc(num_quants, sizeof(struct bin));
- bc->slot_bins = G_calloc(num_slots, sizeof(unsigned char));
- next = get_quantile(bc, quant);
- for (slot = 0; slot < num_slots; slot++) {
- unsigned int count = bc->slots[slot];
- unsigned long accum2 = accum + count;
- if (accum2 > next) {
- struct bin *b = &bc->bins[bin];
- bc->slot_bins[slot] = ++bin;
- b->origin = accum;
- b->base = num_values;
- b->count = 0;
- b->min = min + slot_size * slot;
- b->max = min + slot_size * (slot + 1);
- while (accum2 > next)
- next = get_quantile(bc, ++quant);
- num_values += count;
- }
- accum = accum2;
- }
- bc->num_values = num_values;
- bc->num_bins = bin;
- G_free(bc->slots);
- bc->values = G_calloc(num_values, sizeof(DCELL));
- }
- }
- static void fill_bins(int basefile, int coverfile)
- {
- CELL *basebuf = Rast_allocate_c_buf();
- DCELL *coverbuf = Rast_allocate_d_buf();
- int row, col;
- G_message(_("Binning data"));
- for (row = 0; row < rows; row++) {
- Rast_get_c_row(basefile, basebuf, row);
- Rast_get_d_row(coverfile, coverbuf, row);
- for (col = 0; col < cols; col++) {
- struct basecat *bc;
- int i, bin;
- struct bin *b;
- if (Rast_is_c_null_value(&basebuf[col]))
- continue;
- if (Rast_is_d_null_value(&coverbuf[col]))
- continue;
- i = get_slot(coverbuf[col]);
- bc = &basecats[basebuf[col] - min];
- if (!bc->slot_bins[i])
- continue;
- bin = bc->slot_bins[i] - 1;
- b = &bc->bins[bin];
- bc->values[b->base + b->count++] = coverbuf[col];
- }
- G_percent(row, rows, 2);
- }
- G_percent(rows, rows, 2);
- G_free(basebuf);
- G_free(coverbuf);
- }
- static int compare_dcell(const void *aa, const void *bb)
- {
- DCELL a = *(const DCELL *)aa;
- DCELL b = *(const DCELL *)bb;
- if (a < b)
- return -1;
- if (a > b)
- return 1;
- return 0;
- }
- static void sort_bins(void)
- {
- int cat;
- G_message(_("Sorting bins"));
- for (cat = 0; cat < num_cats; cat++) {
- struct basecat *bc = &basecats[cat];
- int bin;
- G_free(bc->slot_bins);
- for (bin = 0; bin < bc->num_bins; bin++) {
- struct bin *b = &bc->bins[bin];
- qsort(&bc->values[b->base], b->count, sizeof(DCELL), compare_dcell);
- }
- G_percent(cat, num_cats, 2);
- }
- G_percent(cat, num_cats, 2);
- }
- static void print_quantiles(void)
- {
- int cat;
- G_message(_("Printing quantiles"));
- for (cat = 0; cat < num_cats; cat++) {
- struct basecat *bc = &basecats[cat];
- int quant;
- for (quant = 0; quant < num_quants; quant++)
- printf("%d:%d:%f:%f\n", min + cat, quant, 100 * quants[quant], bc->quants[quant]);
- }
- }
- static void compute_quantiles(void)
- {
- int cat;
- G_message(_("Computing quantiles"));
- for (cat = 0; cat < num_cats; cat++) {
- struct basecat *bc = &basecats[cat];
- struct bin *b = &bc->bins[0];
- int quant;
- bc->quants = G_malloc(num_quants * sizeof(DCELL));
- for (quant = 0; quant < num_quants; quant++) {
- double next = get_quantile(bc, quant);
- double k, v;
- int i0, i1;
- while (b->origin + b->count < next)
- b++;
- k = next - b->origin;
- i0 = (int)floor(k);
- i1 = (int)ceil(k);
- v = (i0 == i1)
- ? bc->values[b->base + i0]
- : bc->values[b->base + i0] * (i1 - k) + bc->values[b->base + i1] * (k - i0);
- bc->quants[quant] = v;
- }
- }
- }
- static void do_reclass(const char *basemap, char **outputs)
- {
- const char *tempfile = G_tempfile();
- char *input_arg = G_malloc(strlen(basemap) + 7);
- char *rules_arg = G_malloc(strlen(tempfile) + 7);
- int quant;
- G_message(_("Generating reclass maps"));
- sprintf(input_arg, "input=%s", basemap);
- sprintf(rules_arg, "rules=%s", tempfile);
- for (quant = 0; quant < num_quants; quant++) {
- const char *output = outputs[quant];
- char *output_arg = G_malloc(strlen(output) + 8);
- FILE *fp;
- int cat;
- sprintf(output_arg, "output=%s", output);
- fp = fopen(tempfile, "w");
- if (!fp)
- G_fatal_error(_("Unable to open temporary file"));
- for (cat = 0; cat < num_cats; cat++)
- fprintf(fp, "%d = %d %f\n", min + cat, min + cat, basecats[cat].quants[quant]);
- fclose(fp);
- G_spawn("r.reclass", "r.reclass", input_arg, output_arg, rules_arg, NULL);
- }
- remove(tempfile);
- }
- static void do_output(int base_fd, char **outputs, const char *covermap)
- {
- int *out_fd = G_malloc(num_quants * sizeof(int));
- CELL *base_buf = Rast_allocate_c_buf();
- DCELL *out_buf = Rast_allocate_d_buf();
- const char *mapset = G_mapset();
- struct Colors colors;
- int have_colors;
- int quant;
- int row, col;
- G_message(_("Writing output maps"));
- for (quant = 0; quant < num_quants; quant++) {
- const char *output = outputs[quant];
- out_fd[quant] = Rast_open_fp_new(output);
- }
- have_colors = Rast_read_colors(covermap, "", &colors) > 0;
- for (row = 0; row < rows; row++) {
- Rast_get_c_row(base_fd, base_buf, row);
- for (quant = 0; quant < num_quants; quant++) {
- for (col = 0; col < cols; col++)
- if (Rast_is_c_null_value(&base_buf[col]))
- Rast_set_d_null_value(&out_buf[col], 1);
- else
- out_buf[col] = basecats[base_buf[col] - min].quants[quant];
- Rast_put_d_row(out_fd[quant], out_buf);
- }
- G_percent(row, rows, 2);
- }
- G_percent(row, rows, 2);
- for (quant = 0; quant < num_quants; quant++) {
- Rast_close(out_fd[quant]);
- if (have_colors)
- Rast_write_colors(outputs[quant], mapset, &colors);
- }
- }
- int main(int argc, char *argv[])
- {
- struct GModule *module;
- struct
- {
- struct Option *quant, *perc, *slots, *basemap, *covermap, *output;
- } opt;
- struct {
- struct Flag *r, *p;
- } flag;
- const char *basemap, *covermap;
- char **outputs;
- int reclass, print;
- int cover_fd, base_fd;
- struct Range range;
- struct FPRange fprange;
- int i;
- G_gisinit(argv[0]);
- module = G_define_module();
- G_add_keyword(_("raster"));
- G_add_keyword(_("statistics"));
- module->description = _("Compute category quantiles using two passes.");
- opt.basemap = G_define_standard_option(G_OPT_R_BASE);
- opt.covermap = G_define_standard_option(G_OPT_R_COVER);
- opt.quant = G_define_option();
- opt.quant->key = "quantiles";
- opt.quant->type = TYPE_INTEGER;
- opt.quant->required = NO;
- opt.quant->description = _("Number of quantiles");
- opt.perc = G_define_option();
- opt.perc->key = "percentiles";
- opt.perc->type = TYPE_DOUBLE;
- opt.perc->multiple = YES;
- opt.perc->description = _("List of percentiles");
- opt.perc->answer = "50";
- opt.slots = G_define_option();
- opt.slots->key = "bins";
- opt.slots->type = TYPE_INTEGER;
- opt.slots->required = NO;
- opt.slots->description = _("Number of bins to use");
- opt.slots->answer = "1000";
- opt.output = G_define_standard_option(G_OPT_R_OUTPUT);
- opt.output->description = _("Resultant raster map(s)");
- opt.output->required = NO;
- opt.output->multiple = YES;
- flag.r = G_define_flag();
- flag.r->key = 'r';
- flag.r->description =
- _("Create reclass map with statistics as category labels");
- flag.p = G_define_flag();
- flag.p->key = 'p';
- flag.p->description =
- _("Don't create output maps; just print statistics");
- if (G_parser(argc, argv))
- exit(EXIT_FAILURE);
- basemap = opt.basemap->answer;
- covermap = opt.covermap->answer;
- outputs = opt.output->answers;
- reclass = flag.r->answer;
- print = flag.p->answer;
- if (!print && !opt.output->answers)
- G_fatal_error(_("Either -p or output= must be given"));
- if (print && opt.output->answers)
- G_fatal_error(_("-p and output= are mutually exclusive"));
- num_slots = atoi(opt.slots->answer);
- if (opt.quant->answer) {
- num_quants = atoi(opt.quant->answer) - 1;
- quants = G_calloc(num_quants, sizeof(DCELL));
- for (i = 0; i < num_quants; i++)
- quants[i] = 1.0 * (i + 1) / (num_quants + 1);
- }
- else {
- for (i = 0; opt.perc->answers[i]; i++)
- ;
- num_quants = i;
- quants = G_calloc(num_quants, sizeof(DCELL));
- for (i = 0; i < num_quants; i++)
- quants[i] = atof(opt.perc->answers[i]) / 100;
- qsort(quants, num_quants, sizeof(DCELL), compare_dcell);
- }
- if (opt.output->answer) {
- for (i = 0; opt.output->answers[i]; i++)
- ;
- if (i != num_quants)
- G_fatal_error(_("Number of quantiles (%d) does not match number of output maps (%d)"),
- num_quants, i);
- }
- base_fd = Rast_open_old(basemap, "");
- cover_fd = Rast_open_old(covermap, "");
- if (Rast_map_is_fp(basemap, "") != 0)
- G_fatal_error(_("The base map must be an integer (CELL) map"));
- if (Rast_read_range(basemap, "", &range) < 0)
- G_fatal_error(_("Unable to read range of base map <%s>"), basemap);
- Rast_get_range_min_max(&range, &min, &max);
- num_cats = max - min + 1;
- if (num_cats > MAX_CATS)
- G_fatal_error(_("Base map <%s> has too many categories (max: %d)"),
- basemap, MAX_CATS);
- Rast_read_fp_range(covermap, "", &fprange);
- Rast_get_fp_range_min_max(&fprange, &f_min, &f_max);
- slot_size = (f_max - f_min) / num_slots;
- basecats = G_calloc(num_cats, sizeof(struct basecat));
- for (i = 0; i < num_cats; i++)
- basecats[i].slots = G_calloc(num_slots, sizeof(unsigned int));
- rows = Rast_window_rows();
- cols = Rast_window_cols();
- get_slot_counts(base_fd, cover_fd);
- initialize_bins();
- fill_bins(base_fd, cover_fd);
- sort_bins();
- compute_quantiles();
- if (print)
- print_quantiles();
- else if (reclass)
- do_reclass(basemap, outputs);
- else
- do_output(base_fd, outputs, covermap);
- Rast_close(cover_fd);
- Rast_close(base_fd);
- return (EXIT_SUCCESS);
- }
|