feat: add GravityFilter and Resampler to StepDetector
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@@ -20,12 +20,13 @@ TEST(StepDetector, t1_sub_sample_resolution) {
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StepDetector det(fps, nullptr, true);
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StepDetector det(fps, nullptr, true);
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// initialize: feed for priming the filters
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// initialize: feed for priming the filters
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det.primeFilters(fps, signal);
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double ts = det.primeFilters(fps, signal);
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// feed for actual test
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// feed for actual test
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for (size_t i = 0; i < N; i++) {
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for (size_t i = 0; i < N; i++) {
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const auto a_i = static_cast<float>(signal[i]);
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const auto a_i = static_cast<float>(signal[i]);
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det.filter(std::vector<float> {0.0f, a_i, 0.0f});
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det.filter(ts, std::vector<float> {0.0f, a_i, 0.0f});
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ts += 1.0 / fps;
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}
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}
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std::vector<double> ssd = det.getBufSsd(); // raw SsfStepDetector
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std::vector<double> ssd = det.getBufSsd(); // raw SsfStepDetector
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@@ -7,6 +7,7 @@
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#include "iir_filter.h"
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#include "iir_filter.h"
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#include "ssf_filter.h"
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#include "ssf_filter.h"
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#include "pd_resamp.h"
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#include <vector>
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#include <vector>
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class StepListener {
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class StepListener {
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@@ -15,39 +16,6 @@ public:
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virtual void playBeat() = 0;
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virtual void playBeat() = 0;
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};
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};
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/**
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* Step detector from accelerometer signal.
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*
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* Settling time is 3.0 sec (defined in SsfStepDetector.LEN_INIT),
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* no steps are detected before.
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*/
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class StepDetector {
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protected:
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StepListener *listener;
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Filt f_neg;
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SsfFilter f_ssf;
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SsfStepDetector f_ssd;
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RunningQualityFilter f_sqi;
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bool debug;
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std::vector<double> buf_ssd;
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std::vector<double> buf_sqi;
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std::vector<double> buf_out;
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public:
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StepDetector(double fps, StepListener *listener, bool debug = false);
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void filter(std::vector<float> values);
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std::vector<double> getBufSsd();
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std::vector<double> getBufSqi();
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std::vector<double> getBufOut();
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/**
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* Prime the filters using the given input signal.
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* Used for debugging (non-realtime processing) to align the signal.
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*/
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void primeFilters(double fps, std::vector<double> sig);
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};
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/** mean-filter the gravity vector, then take acceleration downwards */
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/** mean-filter the gravity vector, then take acceleration downwards */
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class GravityFilter {
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class GravityFilter {
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size_t N;
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size_t N;
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@@ -58,7 +26,45 @@ class GravityFilter {
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public:
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public:
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// 5 secs buffer, prime y with direction of gravity (for tests & faster init)
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// 5 secs buffer, prime y with direction of gravity (for tests & faster init)
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GravityFilter(double fps);
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GravityFilter(double fps);
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double filter(std::vector<float> values);
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double filter(std::vector<double> values);
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};
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/**
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* Step detector from accelerometer signal.
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*
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* Settling time is 3.0 sec (defined in SsfStepDetector.LEN_INIT),
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* no steps are detected before.
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*/
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class StepDetector {
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protected:
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StepListener *listener;
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GravityFilter f_grav;
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SsfFilter f_ssf;
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SsfStepDetector f_ssd;
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RunningQualityFilter f_sqi;
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bool debug;
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std::vector<double> buf_ssd;
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std::vector<double> buf_sqi;
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std::vector<double> buf_out;
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Resampler res_x;
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Resampler res_y;
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Resampler res_z;
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public:
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StepDetector(double fps, StepListener *listener, bool debug = false);
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void filter(double ts, std::vector<float> values);
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void filter_a(double s1);
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std::vector<double> getBufSsd();
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std::vector<double> getBufSqi();
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std::vector<double> getBufOut();
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/**
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* Prime the filters using the given input signal.
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* Used for debugging (non-realtime processing) to align the signal.
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*/
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double primeFilters(double fps, std::vector<double> sig);
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};
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};
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#endif //PASADASUPERPROJECT_STEP_DETECTOR_H
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#endif //PASADASUPERPROJECT_STEP_DETECTOR_H
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@@ -8,7 +8,7 @@
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StepDetector::StepDetector(double fps, StepListener *listener, bool debug) :
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StepDetector::StepDetector(double fps, StepListener *listener, bool debug) :
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listener(listener),
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listener(listener),
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f_neg(1, 0, 0, std::vector<double> {-1.0}),
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f_grav(fps),
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f_ssf(fps),
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f_ssf(fps),
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f_ssd(fps),
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f_ssd(fps),
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f_sqi(fps),
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f_sqi(fps),
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@@ -30,7 +30,7 @@ GravityFilter::GravityFilter(double fps) :
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gy.prime(-9.81);
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gy.prime(-9.81);
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}
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}
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double GravityFilter::filter(std::vector<float> values) {
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double GravityFilter::filter(std::vector<double> values) {
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gx.push(values[0]);
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gx.push(values[0]);
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gy.push(values[1]);
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gy.push(values[1]);
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gz.push(values[2]);
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gz.push(values[2]);
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@@ -45,10 +45,22 @@ double GravityFilter::filter(std::vector<float> values) {
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return vx + vy + vz;
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return vx + vy + vz;
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}
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}
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void StepDetector::filter(std::vector<float> values) {
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void StepDetector::filter(double ts, std::vector<float> values) {
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// TODO: later on, we should use a vector projection towards gravity
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// resample to smooth over Android sensor FPS variations
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auto s1 = (double) values[1]; // take y-axis value for now
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res_x.push(ts, values[0]);
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auto s2 = f_neg.filter(s1);
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res_y.push(ts, values[1]);
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res_z.push(ts, values[2]);
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while (res_x.peek()) {
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double x = res_x.get(), y = res_y.get(), z = res_z.get();
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std::vector<double> samp { x, y, z };
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// gravity filtering
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double a = f_grav.filter(samp);
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// pass on accel sample
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filter_a(a);
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}
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}
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void StepDetector::filter_a(double s2) {
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auto s3 = f_ssf.filter(s2);
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auto s3 = f_ssf.filter(s2);
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auto s4 = f_ssd.filter(s3);
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auto s4 = f_ssd.filter(s3);
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auto q5 = f_sqi.filter(s2, s3, s4);
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auto q5 = f_sqi.filter(s2, s3, s4);
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@@ -67,15 +79,18 @@ std::vector<double> StepDetector::getBufSsd() { return buf_ssd; }
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std::vector<double> StepDetector::getBufSqi() { return buf_sqi; }
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std::vector<double> StepDetector::getBufSqi() { return buf_sqi; }
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std::vector<double> StepDetector::getBufOut() { return buf_out; }
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std::vector<double> StepDetector::getBufOut() { return buf_out; }
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void StepDetector::primeFilters(double fps, std::vector<double> sig) {
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double StepDetector::primeFilters(double fps, std::vector<double> sig) {
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const size_t N_INIT = SsfStepDetector::initial_samples(fps);
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const size_t N_INIT = SsfStepDetector::initial_samples(fps);
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// initialize: feed for priming the filters
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// initialize: feed for priming the filters
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double ts = 0;
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for (size_t i = 0; i < N_INIT; i++) {
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for (size_t i = 0; i < N_INIT; i++) {
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const auto a_i = static_cast<float>(sig[i]);
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const auto a_i = static_cast<float>(sig[i]);
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filter(std::vector<float> {0.0f, a_i, 0.0f});
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filter(ts, std::vector<float> {0.0f, a_i, 0.0f});
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ts += 1.0 / fps;
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}
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}
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// clear debug buffers
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// clear debug buffers
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buf_ssd.clear();
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buf_ssd.clear();
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buf_sqi.clear();
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buf_sqi.clear();
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buf_out.clear();
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buf_out.clear();
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return ts;
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}
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}
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