#pragma once #include namespace jcmp { // Will quantize a double such that it fits in a uint8_t // Also support non-linear quantization (which is usefull // when the data is non-uniformly distributed) namespace quantization { // input in [0, 1], output [0, 255] inline uint8_t clamp_round(double x){ if(x <= 0.0) return 0; if(x >= 1.0) return 255; return uint8_t(std::round(255.0*x)); } // parameters which need to be stored in the file // to be able to dequantize // TODO: add type of quantization struct parameters { double f_max_abs; double f_min_abs; }; // the basic struct doing the quantization struct base { // f needs to be of type R+ -> R // and F-inv should be its inverse std::function f; std::function f_inv; parameters p; uint8_t forwards(double x){ double y = std::abs(x); y = (f(y) - p.f_min_abs) / (p.f_max_abs - p.f_min_abs); if(x < 0) y = -y; return clamp_round(0.5 * (y + 1.0)); } double backwards(uint8_t x){ double y = 2.0 * x / 255.0 - 1.0; y = (p.f_max_abs - p.f_min_abs) * y; if(y < 0) return -f_inv(-y + p.f_min_abs); return f_inv(y + p.f_min_abs); } }; // kinds of quantization which come out of the // box with get(...) enum class type { linear, logarithmic, quadric_root, square_root }; // non-overloaded versions inline double id(double x) { return x; } inline double log(double x) { return std::log(x); } inline double exp(double x) { return std::exp(x); } inline double sqrt(double x) { return std::sqrt(x); } inline double sqr(double x) { return x*x; } base get(type t, double max_abs, double min_abs, bool apply = true){ base b; switch (t) { case type::linear: b.f = &id; b.f_inv = &id; break; case type::logarithmic: b.f = &log; b.f_inv = &exp; break; case type::quadric_root: b.f = [](double x){ return 1 - 1/(0.25*x*x + 1); }; b.f_inv = [](double x) { return std::sqrt(1/(1 - x)-1); }; break; case type::square_root: b.f = &sqrt; b.f_inv = &sqr; break; } if(apply){ b.p.f_max_abs = b.f(max_abs); b.p.f_min_abs = b.f(min_abs); } else { b.p.f_max_abs = max_abs; b.p.f_min_abs = min_abs; } return b; } static_assert(sizeof(parameters) == 16, "struct not propery packed"); } }