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@kylelk
Created July 7, 2015 21:35
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finds similar images
#include <stdio.h>
#include <stdlib.h>
#include <stdbool.h>
#include <string.h>
/* how many images to load at a time */
#define BLOCK_SIZE 1024
/* structure to hold image data */
struct image {
unsigned int id;
uint64_t fingerprint;
};
int hammingDistance(uint64_t x, uint64_t y) {
uint64_t res = x ^ y;
return __builtin_popcountll (res);
}
int compare_image(const void * a, const void * b){
const struct image *ia = (const struct image *)a;
const struct image *ib = (const struct image *)b;
uint64_t fingerprint_a = ia->fingerprint;
uint64_t fingerprint_b = ib->fingerprint;
return hammingDistance(fingerprint_a, fingerprint_b);
}
void find_similar_images(
unsigned int *similar,
int similar_list_size,
int *result_count,
struct image *image_list,
unsigned int list_length,
uint64_t fingerprint,
unsigned int tollerance) {
unsigned int i;
int max_results = similar_list_size;
int similar_count = 0;
/* array to store results */
struct image *similar_images;
similar_images = (struct image*) malloc(similar_list_size*sizeof(struct image));
/* check each image */
for (i=0; i<list_length; i++){
if (hammingDistance(image_list[i].fingerprint, fingerprint)<=tollerance){
similar_images[similar_count++] = image_list[i];
/* stop searching if result limit is reached */
if(similar_count>=max_results){
break;
}
}
}
/* sort images */
qsort(similar_images, similar_count, sizeof(struct image), compare_image);
/* copy results */
for(i=0; i<similar_count; i++){
similar[i] = similar_images[i].id;
}
free(similar_images);
*result_count = similar_count;
}
int main() {
char *filename = "temp.txt";
char line_buffer[64];
FILE *fp;
char *pt;
char *delemeter = "|";
int id;
uint64_t fingerprint;
struct image *image_list;
int img_index=0;
int block_count=1;
int total_images;
fp = fopen(filename, "r");
if (fp == NULL){
printf("ERROR: cannot open file\n");
return 0;
}
image_list = (struct image*) malloc(BLOCK_SIZE * sizeof(struct image));
while (fgets (line_buffer, sizeof(line_buffer), fp)) {
pt = NULL;
/* parse the image id */
pt = strtok(line_buffer, delemeter);
/* convert image id to integer */
id = (int) strtol(pt, (char **)NULL, 10);
/* parse the image fingerprint*/
pt = strtok(NULL, delemeter);
/* convert 64bit hexadecimal string to integer */
fingerprint = (uint64_t) strtoull(pt, (char **)NULL, 16);
image_list[img_index].id = id;
image_list[img_index].fingerprint = fingerprint;
img_index++;
/* allocate more memory to the image list when a block size has been read in */
if (img_index%BLOCK_SIZE==0){
block_count++;
image_list = (struct image*) realloc(image_list, block_count*BLOCK_SIZE*sizeof(struct image));
}
}
total_images = img_index-1;
fclose(fp);
int i;
unsigned int *similar;
similar = (unsigned int *)malloc(BLOCK_SIZE*sizeof(int));
int similar_count=0;
int tollerance = 11;
uint64_t target_fingerprint = 0x3336b67636c6c6c6;
find_similar_images(
similar, /* array to write results */
BLOCK_SIZE, /* size of result array */
&similar_count, /* address of result count */
image_list, /* array of images */
total_images, /* size of image array */
target_fingerprint, /* 64 bit fingerprint of target image */
tollerance); /* minumum number of similar bits */
/* display search results */
for (i=0; i<similar_count; i++){
printf("%d\n", similar[i]);
}
free(similar);
free(image_list);
return 0;
}
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