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common.h
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/*! \file common.h
* \brief Common types and functions
* \author Georgi Gerganov
*/
#pragma once
#include <map>
#include <string>
#include <tuple>
#include <vector>
#include <chrono>
// types
struct stMatch;
template<typename T, int N> struct stSampleMulti;
template<typename T> struct stWaveformView;
template<typename T> struct stKeyPressData;
template<typename T> struct stKeyPressDataNew;
template<typename T> struct stKeyPressCollection;
template<typename T> struct stKeyPressCollectionNew;
template<typename T> struct stPlaybackData;
template<typename T> using TWaveformT = std::vector<T>;
template<typename T> using TWaveformViewT = stWaveformView<T>;
template<typename T> using TKeyPressDataT = stKeyPressData<T>;
template<typename T> using TKeyPressCollectionT = stKeyPressCollection<T>;
template<typename T> using TPlaybackDataT = stPlaybackData<T>;
using TConfidence = float;
using TValueCC = double;
using TOffset = int64_t;
using TClusterId = int32_t;
using TSampleF = float;
using TSampleI16 = int16_t;
using TSampleMI16 = stSampleMulti<TSampleI16, 4>;
using TKey = int32_t;
using TKeyPressPosition = int64_t;
using TKeyConfidenceMap = std::map<TKey, TConfidence>;
using TTrainKeys = std::vector<TKey>;
using TLetter = int32_t;
using TMatch = stMatch;
using TSimilarityMap = std::vector<std::vector<TMatch>>;
using TClusters = std::vector<TClusterId>;
using TClusterToLetterMap = std::map<TClusterId, TLetter>;
// - i16 samples
using TWaveformI16 = TWaveformT<TSampleI16>;
using TWaveformViewI16 = TWaveformViewT<TSampleI16>;
using TKeyPressDataI16 = TKeyPressDataT<TSampleI16>;
using TKeyPressCollectionI16 = TKeyPressCollectionT<TSampleI16>;
using TPlaybackDataI16 = TPlaybackDataT<TSampleI16>;
using TWaveformMI16 = TWaveformT<TSampleMI16>;
using TWaveformViewMI16 = TWaveformViewT<TSampleMI16>;
using TKeyPressDataMI16 = TKeyPressDataT<TSampleMI16>;
using TKeyPressCollectionMI16 = TKeyPressCollectionT<TSampleMI16>;
using TPlaybackDataMI16 = TPlaybackDataT<TSampleMI16>;
// - float samples
using TWaveformF = TWaveformT<TSampleF>;
using TKeyWaveformF = std::vector<TSampleF>;
using TKeyHistoryF = std::vector<TKeyWaveformF>;
enum EAudioFilter {
None = 0,
FirstOrderHighPass,
SecondOrderButterworthHighPass,
};
// structs
struct stMatch {
TValueCC cc = 0.0;
TOffset offset = 0;
};
template<typename T, int SIZE>
struct stSampleMulti : public std::array<T, SIZE> {
static const int N = SIZE;
using std::array<T, SIZE>::array;
};
template<typename T>
struct stWaveformView {
const T * samples = nullptr;
int64_t n = 0;
};
template<typename T>
struct stKeyPressData {
TWaveformViewT<T> waveform;
TKeyPressPosition pos = 0;
TValueCC ccAvg = 0.0;
TClusterId cid = -1;
TKey bind = -1;
TKey predicted = '?';
};
template<typename T>
struct stKeyPressCollection : public std::vector<TKeyPressDataT<T>> {
int nClusters = 0;
};
template<typename T>
struct stPlaybackData {
static const int kSamples = 1024;
bool playing = false;
int slowDown = 1;
int64_t idx = 0;
int64_t offset = 0;
TWaveformViewT<T> waveform;
};
struct TFilterCoefficients {
float a0 = 0.0f;
float a1 = 0.0f;
float a2 = 0.0f;
float b1 = 0.0f;
float b2 = 0.0f;
float c0 = 0.0f;
float d0 = 0.0f;
float xnz1 = 0.0f;
float xnz2 = 0.0f;
float ynz1 = 0.0f;
float ynz2 = 0.0f;
};
// helpers
float frand();
float frandGaussian(float mu, float sigma);
uint64_t t_ms();
template<typename T>
stWaveformView<T> getView(const TWaveformT<T> & waveform, int64_t idx) {
return { waveform.data() + idx, (int64_t) waveform.size() - idx };
}
template<typename T>
stWaveformView<T> getView(const TWaveformT<T> & waveform, int64_t idx, int64_t len) {
return { waveform.data() + idx, len };
}
std::map<std::string, std::string> parseCmdArguments(int argc, char ** argv);
template <typename T>
float toSeconds(T t0, T t1) {
return std::chrono::duration_cast<std::chrono::milliseconds>(t1 - t0).count()/1000.0f;
}
template <typename TSampleSrc, typename TSampleDst>
bool convert(const TWaveformT<TSampleSrc> & src, TWaveformT<TSampleDst> & dst);
template <typename TSample>
double calcAbsMax(const TWaveformT<TSample> & waveform);
template <typename TSample>
void filter(TWaveformT<TSample> & waveform, EAudioFilter filterId, float freqCutoff_Hz, int64_t sampleRate);
template <typename TSample>
bool saveToFile(const std::string & fname, TWaveformT<TSample> & waveform);
template <typename TSampleInput, typename TSample>
bool readFromFile(const std::string & fname, TWaveformT<TSample> & res);
template <typename TSampleInput, typename TSample>
bool readFromFile(const std::string & fname, TWaveformT<TSample> & res, TTrainKeys & trainKeys, int32_t & bufferSize_frames);
//
// filters
//
TFilterCoefficients calculateCoefficientsFirstOrderHighPass(int fc, int fs);
TFilterCoefficients calculateCoefficientsSecondOrderButterworthHighPass(int fc, int fs);
TSampleF filterFirstOrderHighPass(TFilterCoefficients & coefficients, TSampleF sample);
TSampleF filterSecondOrderButterworthHighPass(TFilterCoefficients & coefficients, TSampleF sample);
//
// calcSum
//
std::tuple<double, double> calcSum(const TKeyWaveformF & waveform, int is0, int is1);
template<typename T>
std::tuple<int64_t, int64_t> calcSum(const TWaveformViewT<T> & waveform);
//
// calcCC
//
TValueCC calcCC(
const TKeyWaveformF & waveform0,
const TKeyWaveformF & waveform1,
double sum0, double sum02,
int is00, int is0, int is1);
template<typename T>
TValueCC calcCC(
const TWaveformViewT<T> & waveform0,
const TWaveformViewT<T> & waveform1,
int64_t sum0, int64_t sum02);
//
// findBestCC
//
std::tuple<TValueCC, TOffset> findBestCC(
const TKeyWaveformF & waveform0,
const TKeyWaveformF & waveform1,
int is0, int is1,
int alignWindow);
template<typename T>
std::tuple<TValueCC, TOffset> findBestCC(
const TWaveformViewT<T> & waveform0,
const TWaveformViewT<T> & waveform1,
int64_t alignWindow);
//
// calculateSimilarityMap
//
template<typename T>
bool calculateSimilartyMap(
const int32_t keyPressWidth_samples,
const int32_t alignWindow_samples,
const int32_t offsetFromPeak_samples,
TKeyPressCollectionT<T> & keyPresses,
TSimilarityMap & res);
//
// findKeyPresses
//
template<typename T>
bool findKeyPresses(
const TWaveformViewT<T> & waveform,
TKeyPressCollectionT<T> & res,
TWaveformT<T> & waveformThreshold,
TWaveformT<T> & waveformMax,
double thresholdBackground,
int historySize,
int historySizeReset,
bool removeLowPower);
template<typename T>
bool saveKeyPresses(const std::string & fname, const TKeyPressCollectionT<T> & keyPresses);
template<typename T>
bool loadKeyPresses(const std::string & fname, const TWaveformViewT<T> & waveform, TKeyPressCollectionT<T> & keyPresses);
template<typename T>
bool dumpKeyPresses(const std::string & fname, const TKeyPressCollectionT<T> & data);
template<typename T>
void cbPlayback(void * userData, uint8_t * stream, int len);
template<typename T>
bool generateLowResWaveform(const TWaveformViewT<T> & waveform, TWaveformT<T> & waveformLowRes, int nWindow);
template<typename T>
bool generateLowResWaveform(const TWaveformT<T> & waveform, TWaveformT<T> & waveformLowRes, int nWindow) {
return generateLowResWaveform(getView(waveform, 0), waveformLowRes, nWindow);
}
template<typename T>
bool adjustKeyPresses(TKeyPressCollectionT<T> & keyPresses, TSimilarityMap & sim);
template<typename T>
bool removeLowSimilarityKeys(TKeyPressCollectionT<T> & keyPresses, TSimilarityMap & sim, double threshold);