C function for matching numeric vectors and calculating error / difference. This was used to detect difference between FFT results
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fuzzy-vector-match/src/vec_match.c

112 lines
2.3 KiB

#include <stdint.h>
#include <stdbool.h>
#include <stdlib.h>
#include <float.h>
#include <math.h>
#include "vec_match.h"
#define SQUARE(a) ((a)*(a))
bool vec_match(const float *data,
const float *ref,
const vec_match_cfg_t *cfg,
float *fuzzy_match_error,
float *abs_match_error)
{
int a, b;
int err_cnt = 0;
float env_err = 0;
float abs_err = 0;
for (int i = 0; i < (int)cfg->length; i++) {
float peak = FLT_MIN;
float base = FLT_MAX;
// find highest value in the surrounding drift_x points
a = i - cfg->drift_x;
b = i + cfg->drift_x;
if (a < 0) a = 0;
if (b >= (int)cfg->length) b = cfg->length - 1;
for (int j = a; j <= b; j++) {
if (peak < ref[j]) peak = ref[j];
if (base > ref[j]) base = ref[j];
}
// apply drift_y
peak += cfg->offset_y; // add abs threshold on top
base -= cfg->offset_y;
// ignore abs threshold difference (float precision error)
if (fabs(ref[i] - data[i]) > cfg->abs_threshold) {
abs_err += SQUARE(ref[i] - data[i]);
}
if (data[i] >= (base - cfg->abs_threshold) && data[i] <= (peak + cfg->abs_threshold)) {
// within limits
continue;
} else {
//printf("data[%d] out of range: %f, [%f ; %f]\n", i, data[i], base, peak);
if (data[i] < base) env_err += SQUARE(base - data[i]);
if (data[i] > peak) env_err += SQUARE(data[i] - peak);
err_cnt++;
}
}
// write error values to provided fields
if (fuzzy_match_error != NULL) *fuzzy_match_error = env_err;
if (abs_match_error != NULL) *abs_match_error = abs_err;
return err_cnt == 0;
}
uint32_t vec_pack(float *result, uint32_t result_capacity, const float *data, uint32_t data_length, float threshold)
{
uint32_t result_len = 0;
uint32_t zeroes = 0;
for (uint32_t i = 0; i < data_length; i++) {
if (data[i] < threshold) {
zeroes++;
} else {
// write zero marker to result
if (zeroes) {
if (result_len < result_capacity) {
result[result_len] = 0.0f - zeroes; // float and negative
}
zeroes = 0;
result_len++; //length is increased even if buffer full
}
if (result_len < result_capacity) {
result[result_len] = data[i];
}
result_len++;
}
}
// handle trailing zeroes
if (zeroes) {
if (result_len < result_capacity) {
result[result_len] = 0.0f - zeroes;
}
result_len++;
}
return result_len;
}