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vcal.c
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/************************************************************************
* *
* Program package 'som_pak': *
* *
* vcal.c *
* - sets the labels of entries by the majority voting *
* *
* Version 3.0 *
* Date: 1 Mar 1995 *
* *
* NOTE: This program package is copyrighted in the sense that it *
* may be used for scientific purposes. The package as a whole, or *
* parts thereof, cannot be included or used in any commercial *
* application without written permission granted by its producents. *
* No programs contained in this package may be copied for commercial *
* distribution. *
* *
* All comments concerning this program package may be sent to the *
* e-mail address 'lvq@cochlea.hut.fi'. *
* *
************************************************************************/
#include <stdio.h>
#include <float.h>
#include "lvq_pak.h"
#include "datafile.h"
#include "som_rout.h"
#define max(a,b) (((a) > (b)) ? (a) : (b))
#define min(a,b) (((a) < (b)) ? (a) : (b))
static char *usage[] = {
"vcal - sets the labels of entries by the majority voting\n",
"Required parameters:\n",
" -cin filename codebook file\n",
" -din filename labeling data\n",
" -cout filename labeled output codebook filename\n",
"Optional parameters:\n",
" -numlabs integer maximum number of labels to assign to a codebook\n",
" vector. Default is 1, 0 gives all.\n",
" -buffer integer buffered reading of data, integer lines at a time\n",
" -selfuncs name select a set of functions\n",
NULL};
struct entries *find_labels(struct teach_params *teach, int numlabs)
{
long noc, nol, index, i;
int labs;
int datalabel, ind;
struct data_entry *codetmp, *datatmp;
WINNER_FUNCTION *winner = teach->winner;
struct entries *data = teach->data;
struct entries *codes = teach->codes;
struct winner_info win_info;
struct hitlist **hits = NULL;
struct hit_entry *hit;
int showmeter = 0;
eptr p;
if (numlabs < 0)
numlabs = 0;
data = teach->data;
codes = teach->codes;
if (rewind_entries(codes, &p) == NULL)
return NULL;
noc = codes->num_entries;
/* allocate a hitlist for all codebook units */
hits = calloc(noc, sizeof(struct hitlist *));
if (hits == NULL)
return NULL;
for (i = 0; i < noc; i++)
{
hits[i] = new_hitlist();
if (hits[i] == NULL)
{
fprintf(stderr, "Can't get hitlist[%ld]\n", i);
/* free allocated hitlists */
while (--i >= 0)
free_hitlist(hits[i]);
free(hits);
return NULL;
}
}
/* Scan all data entries */
if ((datatmp = rewind_entries(data, &p)) == NULL)
return NULL;
/* show progress meter only if number of data vectors is known (when
not using buffered input) */
showmeter = data->flags.totlen_known;
if (showmeter)
nol = data->num_entries;
else
nol = 0;
ind = 0;
while (datatmp != NULL) {
datalabel = get_entry_label(datatmp);
if (winner(codes, datatmp, &win_info, 1) == 0)
goto skip_hit; /* winner not found -> assume that all components
of sample vector were masked off -> skip this
sample */
/* add a hit in the winning unit's hitlist for the class of the
sample. Ignores samples with no class (= empty label) */
index = win_info.index;
if (datalabel != LABEL_EMPTY)
add_hit(hits[index], datalabel);
skip_hit:
/* Take the next data entry */
datatmp = next_entry(&p);
ind++;
if (showmeter)
ifverbose(1)
mprint(nol--);
}
ifverbose(1)
{
mprint(0);
fprintf(stderr, "\n");
}
/* Set the label of codebook entries according the
selections. Numlabs tells how many labels at maximum to assign to
a certain codebook vector. 0 means all */
codetmp = rewind_entries(codes, &p);
index = 0;
while (codetmp != NULL) {
if (numlabs == 0)
labs = hits[index]->entries;
else
labs = min(hits[index]->entries, numlabs);
/* remove previous labels from codebook vector */
clear_entry_labels(codetmp);
for (i = 0, hit = hits[index]->head; i < labs; i++, hit = hit->next)
add_entry_label(codetmp, hit->label);
free_hitlist(hits[index]);
hits[index] = NULL;
codetmp = next_entry(&p);
index++;
}
free(hits);
return(codes);
}
int main(int argc, char **argv)
{
char *in_data_file;
char *in_code_file;
char *out_code_file;
struct entries *data, *codes;
struct teach_params params;
int retcode = 0;
int numlabels = 1;
long buffer;
char *funcname = NULL;
data = codes = NULL;
global_options(argc, argv);
if (extract_parameter(argc, argv, "-help", OPTION2))
{
printhelp();
exit(0);
}
in_data_file = extract_parameter(argc, argv, IN_DATA_FILE, ALWAYS);
in_code_file = extract_parameter(argc, argv, IN_CODE_FILE, ALWAYS);
out_code_file = extract_parameter(argc, argv, OUT_CODE_FILE, ALWAYS);
buffer = oatoi(extract_parameter(argc, argv, "-buffer", OPTION), 0);
numlabels = oatoi(extract_parameter(argc, argv, "-numlabs", OPTION), 1);
funcname = extract_parameter(argc, argv, "-selfuncs", OPTION);
ifverbose(2)
fprintf(stderr, "Data entries are read from file %s\n", in_data_file);
data = open_entries(in_data_file);
if (data == NULL)
{
fprintf(stderr, "cant open data file '%s'\n", in_data_file);
exit(1);
}
label_not_needed(1);
ifverbose(2)
fprintf(stderr, "Codebook entries are read from file %s\n", in_code_file);
codes = open_entries(in_code_file);
if (codes == NULL)
{
fprintf(stderr, "can't open code file '%s'\n", in_code_file);
close_entries(data);
exit(1);
}
if (codes->topol < TOPOL_HEXA) {
fprintf(stderr, "File %s is not a map file\n", in_code_file);
retcode = 1;
goto end;
}
if (data->dimension != codes->dimension) {
fprintf(stderr, "Data and codebook vectors have different dimensions");
retcode = 1;
goto end;
}
set_teach_params(¶ms, codes, data, buffer, funcname);
set_som_params(¶ms);
if (find_labels(¶ms, numlabels) == NULL)
{
fprintf(stderr, "find_labels failed\n");
retcode = 1;
goto end;
}
ifverbose(2)
fprintf(stderr, "Codebook entries are saved to file %s\n", out_code_file);
save_entries(codes, out_code_file);
end:
close_entries(data);
close_entries(codes);
return(retcode);
}