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Added option to round range FFT lengths to the next Hamming number
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7746465c10
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3 changed files with 130 additions and 14 deletions
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@ -5,9 +5,10 @@
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#include <vector>
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#include <numeric>
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#include <math.h>
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#include <chrono>
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// constructor
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Ambiguity::Ambiguity(int32_t delayMin, int32_t delayMax, int32_t dopplerMin, int32_t dopplerMax, uint32_t fs, uint32_t n)
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Ambiguity::Ambiguity(int32_t delayMin, int32_t delayMax, int32_t dopplerMin, int32_t dopplerMax, uint32_t fs, uint32_t n, bool roundHamming)
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: delayMin_{delayMin}
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, delayMax_{delayMax}
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, dopplerMin_{dopplerMin}
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@ -20,7 +21,6 @@ Ambiguity::Ambiguity(int32_t delayMin, int32_t delayMax, int32_t dopplerMin, int
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// doppler calculations
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std::deque<double> doppler;
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double resolutionDoppler = 1.0 / (static_cast<double>(n) / static_cast<double>(fs));
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doppler_res_ = resolutionDoppler;
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doppler.push_back(dopplerMiddle_);
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int i = 1;
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while (dopplerMiddle_ + (i * resolutionDoppler) <= dopplerMax)
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@ -55,7 +55,10 @@ Ambiguity::Ambiguity(int32_t delayMin, int32_t delayMax, int32_t dopplerMin, int
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}
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// other setup
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nfft_ = (2 * nCorr_) - 1;
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nfft_ = 2 * nCorr_ - 1;
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if (roundHamming) {
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nfft_ = next_hamming(nfft_);
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}
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dataCorr_.resize(2 * nDelayBins_ + 1);
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// compute FFTW plans in constructor
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@ -84,6 +87,10 @@ Ambiguity::~Ambiguity()
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Map<std::complex<double>> *Ambiguity::process(IqData *x, IqData *y)
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{
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using Timer = std::chrono::steady_clock;
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auto t0{Timer::now()};
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Timer::duration range_fft_dur{};
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// shift reference if not 0 centered
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if (dopplerMiddle_ != 0)
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{
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@ -109,9 +116,10 @@ Map<std::complex<double>> *Ambiguity::process(IqData *x, IqData *y)
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dataYi_[j] = {0, 0};
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}
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auto t1{Timer::now()};
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fftw_execute(fftXi_);
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fftw_execute(fftYi_);
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range_fft_dur += Timer::now() - t1;
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// compute correlation
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for (int j = 0; j < nfft_; j++)
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@ -119,7 +127,9 @@ Map<std::complex<double>> *Ambiguity::process(IqData *x, IqData *y)
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dataZi_[j] = (dataYi_[j] * std::conj(dataXi_[j])) / (double)nfft_;
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}
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t1 = Timer::now();
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fftw_execute(fftZi_);
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range_fft_dur += Timer::now() - t1;
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// extract center of corr
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for (int j = 0; j < nDelayBins_; j++)
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@ -142,6 +152,7 @@ Map<std::complex<double>> *Ambiguity::process(IqData *x, IqData *y)
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}
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// doppler processing
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auto t1{Timer::now()};
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for (int i = 0; i < nDelayBins_; i++)
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{
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delayProfile_ = map_->get_col(i);
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@ -161,5 +172,58 @@ Map<std::complex<double>> *Ambiguity::process(IqData *x, IqData *y)
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map_->set_col(i, corr_);
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}
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auto to_ms = [] (const Timer::duration& dur) {
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return std::chrono::duration_cast<std::chrono::duration<double, std::milli>>(dur).count();
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};
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latest_performance_.process_time_ms = to_ms(Timer::now() - t0);
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latest_performance_.doppler_fft_time_ms = to_ms(Timer::now() - t1);
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latest_performance_.range_fft_time_ms = to_ms(range_fft_dur);
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return map_.get();
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}
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/**
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* @brief Hamming number generator
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*
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* @author Nigel Galloway
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* @cite https://rosettacode.org/wiki/Hamming_numbers
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* @todo Can this be done with constexpr???
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*/
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class HammingGenerator {
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private:
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std::vector<unsigned int> _H, _hp, _hv, _x;
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public:
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bool operator!=(const HammingGenerator &other) const { return true; }
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HammingGenerator begin() const { return *this; }
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HammingGenerator end() const { return *this; }
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unsigned int operator*() const { return _x.back(); }
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HammingGenerator(const std::vector<unsigned int> &pfs) : _H(pfs), _hp(pfs.size(), 0), _hv({pfs}), _x({1}) {}
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const HammingGenerator &operator++()
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{
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for (int i = 0; i < _H.size(); i++)
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for (; _hv[i] <= _x.back(); _hv[i] = _x[++_hp[i]] * _H[i])
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;
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_x.push_back(_hv[0]);
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for (int i = 1; i < _H.size(); i++)
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if (_hv[i] < _x.back())
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_x.back() = _hv[i];
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return *this;
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}
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};
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uint32_t next_hamming(uint32_t value) {
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for (auto i : HammingGenerator({2,3,5})) {
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if (i > value) {
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return i;
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}
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}
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return 0;
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}
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std::ostream& operator<<(std::ostream& str, const Ambiguity::PerformanceStats& stats) {
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return str << "Total time: " << stats.process_time_ms << "ms\n" <<
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"Range FFT time: " << stats.range_fft_time_ms << "ms\n" <<
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"Doppler FFT time: " << stats.doppler_fft_time_ms << "ms";
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}
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@ -21,6 +21,13 @@ public:
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using Complex = std::complex<double>;
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struct PerformanceStats {
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double process_time_ms{0};
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double range_fft_time_ms{0};
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double doppler_fft_time_ms{0};
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};
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/// @brief Constructor.
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/// @param delayMin Minimum delay (bins).
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/// @param delayMax Maximum delay (bins).
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@ -28,8 +35,9 @@ public:
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/// @param dopplerMax Maximum Doppler (Hz).
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/// @param fs Sampling frequency (Hz).
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/// @param n Number of samples.
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/// @param roundHamming Round the correlation FFT length to a Hamming number for performance
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/// @return The object.
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Ambiguity(int32_t delayMin, int32_t delayMax, int32_t dopplerMin, int32_t dopplerMax, uint32_t fs, uint32_t n);
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Ambiguity(int32_t delayMin, int32_t delayMax, int32_t dopplerMin, int32_t dopplerMax, uint32_t fs, uint32_t n, bool roundHamming = false);
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/// @brief Destructor.
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/// @return Void.
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@ -53,7 +61,7 @@ public:
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uint32_t fft_bin_count() const { return nfft_; }
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double doppler_res_;
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PerformanceStats get_latest_performance() const { return latest_performance_; }
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private:
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/// @brief Minimum delay (bins).
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int32_t delayMin_;
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@ -115,4 +123,12 @@ private:
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/// @brief Map to store result.
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std::unique_ptr<Map<Complex>> map_;
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PerformanceStats latest_performance_;
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};
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/// @brief Calculate the next 5-smooth Hamming Number larger than value
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/// @param value Value to round
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/// @return value rounded to Hamming number
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uint32_t next_hamming(uint32_t value);
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std::ostream& operator<<(std::ostream& str, const Ambiguity::PerformanceStats& stats);
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@ -3,11 +3,10 @@
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#include "Ambiguity.h"
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#include <random>
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#include <iostream>
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std::random_device g_rd;
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using namespace Catch::literals;
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// Have to use out ref parameter because there's no copy/move ctors
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void random_iq(IqData& iq_data) {
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std::mt19937 gen(g_rd());
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@ -72,8 +71,8 @@ TEST_CASE("Constructor", "[constructor]")
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CHECK(ambiguity.fft_bin_count() == 6643);
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}
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// Make sure process produces an output
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TEST_CASE("Process_Simple", "[process]")
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// Make sure the constructor is calculating the parameters correctly with rounded FFT length
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TEST_CASE("Constructor_Round", "[constructor]")
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{
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int32_t delay_min{-10};
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int32_t delay_max{300};
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@ -84,7 +83,30 @@ TEST_CASE("Process_Simple", "[process]")
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float cpi_s{0.5};
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uint32_t n_samples = cpi_s * fs; // narrow on purpose
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Ambiguity ambiguity(delay_min,delay_max,doppler_min,doppler_max,fs,n_samples);
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Ambiguity ambiguity(delay_min,delay_max,doppler_min,doppler_max,fs,n_samples,true);
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CHECK_THAT(ambiguity.cpi_length_seconds(), Catch::Matchers::WithinAbs(cpi_s, 0.02));
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CHECK(ambiguity.doppler_middle() == 0);
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CHECK(ambiguity.corr_samples_per_pulse() == 3322);
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CHECK(ambiguity.delay_bin_count() == delay_max + std::abs(delay_min) + 1);
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CHECK(ambiguity.doppler_bin_count() == 301);
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CHECK(ambiguity.fft_bin_count() == 6750);
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}
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TEST_CASE("Process_Simple", "[process]")
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{
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auto round_hamming = GENERATE(true, false);
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int32_t delay_min{-10};
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int32_t delay_max{300};
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int32_t doppler_min{-300};
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int32_t doppler_max{300};
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uint32_t fs{2'000'000};
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float cpi_s{0.5};
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uint32_t n_samples = cpi_s * fs; // narrow on purpose
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Ambiguity ambiguity(delay_min,delay_max,doppler_min,doppler_max,fs,n_samples, round_hamming);
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IqData x{n_samples};
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IqData y{n_samples};
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map->set_metrics();
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CHECK(map->maxPower > 0.0);
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CHECK(map->noisePower > 0.0);
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std::cout << "Process_Simple with" << (round_hamming ? " hamming\n" : "out hamming\n")
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<< ambiguity.get_latest_performance() << "\n-----------" << std::endl;
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}
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// Sanity check that we're getting numbers close to the baseline ambiguity processing function.
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TEST_CASE("Process_File", "[process]")
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{
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auto round_hamming = GENERATE(true, false);
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int32_t delay_min{-10};
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int32_t delay_max{300};
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int32_t doppler_min{-300};
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float cpi_s{0.5};
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uint32_t n_samples = cpi_s * fs; // narrow on purpose
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Ambiguity ambiguity(delay_min,delay_max,doppler_min,doppler_max,fs,n_samples);
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Ambiguity ambiguity(delay_min,delay_max,doppler_min,doppler_max,fs,n_samples, round_hamming);
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IqData x{n_samples};
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IqData y{n_samples};
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map->set_metrics();
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CHECK_THAT(map->maxPower, Catch::Matchers::WithinAbs(30.2816, 0.001));
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CHECK_THAT(map->noisePower, Catch::Matchers::WithinAbs(76.918, 0.001));
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std::cout << "Process_File with" << (round_hamming ? " hamming\n" : "out hamming\n")
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<< ambiguity.get_latest_performance() << "\n-----------" << std::endl;
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}
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TEST_CASE("Next_Hamming", "[hamming]")
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{
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CHECK(next_hamming(104) == 108);
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CHECK(next_hamming(3322) == 3375);
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CHECK(next_hamming(19043) == 19200);
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}
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