2013-11-13 22:50:38 +04:00
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#include <stdio.h>
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#include <stdlib.h>
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#include <string.h>
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#include <math.h>
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2014-11-19 00:51:04 +03:00
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#include <float.h>
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2015-01-13 04:27:08 +03:00
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#include <limits.h>
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2014-11-19 00:51:04 +03:00
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#include "utils.h"
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2015-01-23 03:38:24 +03:00
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void pm(int M, int N, float *A)
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{
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int i,j;
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for(i =0 ; i < M; ++i){
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2015-01-31 09:05:23 +03:00
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printf("%d ", i+1);
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2015-01-23 03:38:24 +03:00
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for(j = 0; j < N; ++j){
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printf("%10.6f, ", A[i*N+j]);
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}
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printf("\n");
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}
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printf("\n");
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}
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2014-11-19 00:51:04 +03:00
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char *find_replace(char *str, char *orig, char *rep)
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{
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static char buffer[4096];
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char *p;
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if(!(p = strstr(str, orig))) // Is 'orig' even in 'str'?
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return str;
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strncpy(buffer, str, p-str); // Copy characters from 'str' start to 'orig' st$
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buffer[p-str] = '\0';
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sprintf(buffer+(p-str), "%s%s", rep, p+strlen(orig));
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return buffer;
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}
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2013-11-13 22:50:38 +04:00
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2014-10-22 01:49:18 +04:00
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float sec(clock_t clocks)
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{
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return (float)clocks/CLOCKS_PER_SEC;
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}
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2014-11-19 00:51:04 +03:00
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void top_k(float *a, int n, int k, int *index)
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{
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int i,j;
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2014-12-12 00:15:26 +03:00
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for(j = 0; j < k; ++j) index[j] = 0;
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for(i = 0; i < n; ++i){
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int curr = i;
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for(j = 0; j < k; ++j){
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if(a[curr] > a[index[j]]){
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int swap = curr;
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curr = index[j];
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index[j] = swap;
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2014-11-19 00:51:04 +03:00
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}
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}
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}
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}
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2015-01-23 03:38:24 +03:00
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void error(const char *s)
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2013-11-13 22:50:38 +04:00
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{
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2014-12-07 11:41:26 +03:00
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perror(s);
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2013-11-13 22:50:38 +04:00
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exit(0);
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}
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void malloc_error()
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{
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fprintf(stderr, "Malloc error\n");
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exit(-1);
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}
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void file_error(char *s)
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{
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fprintf(stderr, "Couldn't open file: %s\n", s);
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exit(0);
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}
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list *split_str(char *s, char delim)
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{
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2015-01-13 04:27:08 +03:00
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size_t i;
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size_t len = strlen(s);
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2013-11-13 22:50:38 +04:00
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list *l = make_list();
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list_insert(l, s);
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for(i = 0; i < len; ++i){
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if(s[i] == delim){
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s[i] = '\0';
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list_insert(l, &(s[i+1]));
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}
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}
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return l;
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}
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void strip(char *s)
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{
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2015-01-13 04:27:08 +03:00
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size_t i;
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size_t len = strlen(s);
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size_t offset = 0;
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2013-11-13 22:50:38 +04:00
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for(i = 0; i < len; ++i){
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char c = s[i];
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if(c==' '||c=='\t'||c=='\n') ++offset;
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else s[i-offset] = c;
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}
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s[len-offset] = '\0';
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}
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void strip_char(char *s, char bad)
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{
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2015-01-13 04:27:08 +03:00
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size_t i;
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size_t len = strlen(s);
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size_t offset = 0;
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2013-11-13 22:50:38 +04:00
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for(i = 0; i < len; ++i){
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char c = s[i];
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if(c==bad) ++offset;
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else s[i-offset] = c;
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}
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s[len-offset] = '\0';
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}
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char *fgetl(FILE *fp)
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{
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if(feof(fp)) return 0;
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2014-12-28 20:42:35 +03:00
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size_t size = 512;
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2013-11-13 22:50:38 +04:00
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char *line = malloc(size*sizeof(char));
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if(!fgets(line, size, fp)){
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free(line);
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return 0;
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}
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2014-12-28 20:42:35 +03:00
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size_t curr = strlen(line);
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2014-11-19 00:51:04 +03:00
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2014-12-28 20:42:35 +03:00
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while((line[curr-1] != '\n') && !feof(fp)){
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2015-01-13 04:27:08 +03:00
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if(curr == size-1){
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size *= 2;
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line = realloc(line, size*sizeof(char));
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if(!line) {
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printf("%ld\n", size);
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malloc_error();
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}
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2014-10-28 05:45:06 +03:00
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}
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2015-01-13 04:27:08 +03:00
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size_t readsize = size-curr;
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if(readsize > INT_MAX) readsize = INT_MAX-1;
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fgets(&line[curr], readsize, fp);
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2013-11-13 22:50:38 +04:00
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curr = strlen(line);
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}
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2014-12-28 20:42:35 +03:00
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if(line[curr-1] == '\n') line[curr-1] = '\0';
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2013-11-13 22:50:38 +04:00
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return line;
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}
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char *copy_string(char *s)
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{
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char *copy = malloc(strlen(s)+1);
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strncpy(copy, s, strlen(s)+1);
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return copy;
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}
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list *parse_csv_line(char *line)
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{
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list *l = make_list();
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char *c, *p;
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int in = 0;
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for(c = line, p = line; *c != '\0'; ++c){
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if(*c == '"') in = !in;
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else if(*c == ',' && !in){
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*c = '\0';
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list_insert(l, copy_string(p));
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p = c+1;
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}
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}
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list_insert(l, copy_string(p));
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return l;
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}
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int count_fields(char *line)
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{
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2014-11-19 00:51:04 +03:00
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int count = 0;
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int done = 0;
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2013-11-13 22:50:38 +04:00
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char *c;
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2014-11-19 00:51:04 +03:00
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for(c = line; !done; ++c){
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done = (*c == '\0');
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if(*c == ',' || done) ++count;
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}
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return count;
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2013-11-13 22:50:38 +04:00
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}
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2014-01-29 04:28:42 +04:00
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float *parse_fields(char *line, int n)
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2013-11-13 22:50:38 +04:00
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{
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2014-11-19 00:51:04 +03:00
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float *field = calloc(n, sizeof(float));
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char *c, *p, *end;
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int count = 0;
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int done = 0;
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for(c = line, p = line; !done; ++c){
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done = (*c == '\0');
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if(*c == ',' || done){
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*c = '\0';
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field[count] = strtod(p, &end);
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if(p == c) field[count] = nan("");
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if(end != c && (end != c-1 || *end != '\r')) field[count] = nan(""); //DOS file formats!
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p = c+1;
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++count;
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}
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}
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return field;
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2013-11-13 22:50:38 +04:00
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}
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2014-08-11 23:52:07 +04:00
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float sum_array(float *a, int n)
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2013-12-03 04:41:40 +04:00
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{
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int i;
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2014-01-29 04:28:42 +04:00
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float sum = 0;
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2013-12-03 04:41:40 +04:00
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for(i = 0; i < n; ++i) sum += a[i];
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2014-08-11 23:52:07 +04:00
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return sum;
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}
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float mean_array(float *a, int n)
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{
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return sum_array(a,n)/n;
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2013-12-03 04:41:40 +04:00
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}
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2013-11-13 22:50:38 +04:00
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2014-01-29 04:28:42 +04:00
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float variance_array(float *a, int n)
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2013-12-03 04:41:40 +04:00
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{
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int i;
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2014-01-29 04:28:42 +04:00
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float sum = 0;
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float mean = mean_array(a, n);
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2013-12-03 04:41:40 +04:00
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for(i = 0; i < n; ++i) sum += (a[i] - mean)*(a[i]-mean);
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2014-01-29 04:28:42 +04:00
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float variance = sum/n;
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2013-12-03 04:41:40 +04:00
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return variance;
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}
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2014-01-29 04:28:42 +04:00
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float constrain(float a, float max)
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2013-12-03 04:41:40 +04:00
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{
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if(a > abs(max)) return abs(max);
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if(a < -abs(max)) return -abs(max);
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return a;
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}
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2013-11-13 22:50:38 +04:00
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2015-01-28 00:31:06 +03:00
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float mse_array(float *a, int n)
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{
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int i;
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float sum = 0;
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for(i = 0; i < n; ++i) sum += a[i]*a[i];
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return sqrt(sum/n);
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}
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2014-01-29 04:28:42 +04:00
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void normalize_array(float *a, int n)
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2013-12-03 04:41:40 +04:00
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{
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int i;
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2014-01-29 04:28:42 +04:00
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float mu = mean_array(a,n);
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float sigma = sqrt(variance_array(a,n));
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2013-12-03 04:41:40 +04:00
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for(i = 0; i < n; ++i){
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a[i] = (a[i] - mu)/sigma;
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}
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mu = mean_array(a,n);
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sigma = sqrt(variance_array(a,n));
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}
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2014-01-29 04:28:42 +04:00
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void translate_array(float *a, int n, float s)
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2013-12-06 01:17:16 +04:00
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{
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int i;
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for(i = 0; i < n; ++i){
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a[i] += s;
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}
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}
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2015-02-04 23:41:20 +03:00
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float mag_array(float *a, int n)
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{
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int i;
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float sum = 0;
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for(i = 0; i < n; ++i){
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sum += a[i]*a[i];
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}
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return sqrt(sum);
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}
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2014-01-29 04:28:42 +04:00
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void scale_array(float *a, int n, float s)
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2013-12-06 01:17:16 +04:00
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{
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int i;
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for(i = 0; i < n; ++i){
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a[i] *= s;
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}
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}
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2014-12-18 22:28:42 +03:00
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2014-01-29 04:28:42 +04:00
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int max_index(float *a, int n)
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2013-12-06 01:17:16 +04:00
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{
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if(n <= 0) return -1;
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int i, max_i = 0;
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2014-01-29 04:28:42 +04:00
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float max = a[0];
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2013-12-06 01:17:16 +04:00
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for(i = 1; i < n; ++i){
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if(a[i] > max){
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max = a[i];
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max_i = i;
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}
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}
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return max_i;
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}
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2014-12-12 00:15:26 +03:00
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// From http://en.wikipedia.org/wiki/Box%E2%80%93Muller_transform
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#define TWO_PI 6.2831853071795864769252866
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2014-01-29 04:28:42 +04:00
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float rand_normal()
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2013-12-03 04:41:40 +04:00
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{
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2014-12-12 00:15:26 +03:00
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static int haveSpare = 0;
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static double rand1, rand2;
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if(haveSpare)
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{
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haveSpare = 0;
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return sqrt(rand1) * sin(rand2);
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}
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haveSpare = 1;
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rand1 = rand() / ((double) RAND_MAX);
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if(rand1 < 1e-100) rand1 = 1e-100;
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rand1 = -2 * log(rand1);
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rand2 = (rand() / ((double) RAND_MAX)) * TWO_PI;
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return sqrt(rand1) * cos(rand2);
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2013-12-03 04:41:40 +04:00
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}
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2014-12-12 00:15:26 +03:00
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/*
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float rand_normal()
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{
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int n = 12;
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int i;
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float sum= 0;
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for(i = 0; i < n; ++i) sum += (float)rand()/RAND_MAX;
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return sum-n/2.;
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}
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*/
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2014-02-14 22:26:31 +04:00
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float rand_uniform()
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{
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return (float)rand()/RAND_MAX;
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}
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2013-12-07 01:26:09 +04:00
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2014-01-29 04:28:42 +04:00
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float **one_hot_encode(float *a, int n, int k)
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2013-12-07 01:26:09 +04:00
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{
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int i;
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2014-01-29 04:28:42 +04:00
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float **t = calloc(n, sizeof(float*));
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2013-12-07 01:26:09 +04:00
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for(i = 0; i < n; ++i){
|
2014-01-29 04:28:42 +04:00
|
|
|
t[i] = calloc(k, sizeof(float));
|
2013-12-07 01:26:09 +04:00
|
|
|
int index = (int)a[i];
|
|
|
|
t[i][index] = 1;
|
|
|
|
}
|
|
|
|
return t;
|
|
|
|
}
|
|
|
|
|