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main.cpp
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#include <iostream>
class Float16Compressor {
union Bits {
float f;
int32_t si;
uint32_t ui;
};
static int const shift = 13;
static int const shift_sign = 16;
static int32_t const n_inf = 0x7F800000; // float32 infinity
static int32_t const n_max = 0x477FE000; // max float16 normal as a float32
static int32_t const n_min = 0x38800000; // min float16 normal as a float32
static int32_t const n_sign = 0x80000000; // float32 sign bit
static int32_t const c_inf = n_inf >> shift;
static int32_t const n_nan = (c_inf + 1) << shift; // minimum float16 nan as a float32
static int32_t const c_max = n_max >> shift;
static int32_t const c_min = n_min >> shift;
static int32_t const c_sign = n_sign >> shift_sign; // float16 sign bit
static int32_t const n_mul = 0x52000000; // (1 << 23) / n_min
static int32_t const c_mul = 0x33800000; // n_min / (1 << (23 - shift))
static int32_t const c_sub = 0x003FF; // max float32 subnormal down shifted
static int32_t const c_nor = 0x00400; // min float32 normal down shifted
static int32_t const d_max = c_inf - c_max - 1;
static int32_t const d_min = c_min - c_sub - 1;
public:
static uint16_t compress(float value) {
Bits v{}, s{};
v.f = value;
uint32_t sign = static_cast<uint32_t>(v.si & n_sign);
v.si ^= sign;
sign >>= shift_sign; // logical shift
s.si = n_mul;
s.si = static_cast<int32_t>(s.f * v.f); // correct subnormals
v.si ^= (s.si ^ v.si) & -(n_min > v.si);
v.si ^= (n_inf ^ v.si) & -((n_inf > v.si) & (v.si > n_max));
v.si ^= (n_nan ^ v.si) & -((n_nan > v.si) & (v.si > n_inf));
v.ui >>= shift; // logical shift
v.si ^= ((v.si - d_max) ^ v.si) & -(v.si > c_max);
v.si ^= ((v.si - d_min) ^ v.si) & -(v.si > c_sub);
return static_cast<uint16_t>(v.ui | sign);
}
static float decompress(uint16_t value) {
Bits v{};
v.ui = value;
int32_t sign = v.si & c_sign;
v.si ^= sign;
sign <<= shift_sign;
v.si ^= ((v.si + d_min) ^ v.si) & -(v.si > c_sub);
v.si ^= ((v.si + d_max) ^ v.si) & -(v.si > c_max);
Bits s{};
s.si = c_mul;
s.f *= v.si;
int32_t mask = -(c_nor > v.si);
v.si <<= shift;
v.si ^= (s.si ^ v.si) & mask;
v.si |= sign;
return v.f;
}
};
class FloatCompressor {
union Bits {
float f;
int32_t si;
uint32_t ui;
};
bool negatives;
bool lossless;
int32_t f_max;
int32_t f_min;
int32_t f_eps;
int32_t c_max;
int32_t c_zero;
int32_t p_delta;
int32_t n_delta;
int shift;
static int32_t const signF = 0x80000000;
static int32_t const absF = ~signF;
public:
FloatCompressor(float min, float epsilon, float max, int precision) {
// legal values
// min <= 0 < epsilon < max
// 0 <= precision <= 23
shift = 23 - precision;
Bits v{};
v.f = min;
f_min = v.si;
v.f = epsilon;
f_eps = v.si;
v.f = max;
f_max = v.si;
negatives = f_min < 0;
lossless = shift == 0;
int32_t pepsU, nepsU;
if (lossless) {
nepsU = f_eps;
pepsU = f_eps ^ signF;
c_max = f_max ^ signF;
c_zero = signF;
} else {
nepsU = uint32_t(f_eps ^ signF) >> shift;
pepsU = uint32_t(f_eps) >> shift;
c_max = uint32_t(f_max) >> shift;
c_zero = 0;
}
p_delta = pepsU - c_zero - 1;
n_delta = nepsU - c_max - 1;
}
float clamp(float value) {
Bits v{};
v.f = value;
int32_t max = f_max;
if (negatives) {
max ^= (f_min ^ f_max) & -(0 > v.si);
}
v.si ^= (max ^ v.si) & -(v.si > max);
v.si &= -(f_eps <= (v.si & absF));
return v.f;
}
uint32_t compress(float value) {
Bits v{};
v.f = clamp(value);
if (lossless) {
v.si ^= signF;
} else {
v.ui >>= shift;
}
if (negatives) {
v.si ^= ((v.si - n_delta) ^ v.si) & -(v.si > c_max);
}
v.si ^= ((v.si - p_delta) ^ v.si) & -(v.si > c_zero);
if (lossless) {
v.si ^= signF;
}
return v.ui;
}
float decompress(uint32_t value) {
Bits v{};
v.ui = value;
if (lossless) {
v.si ^= signF;
}
v.si ^= ((v.si + p_delta) ^ v.si) & -(v.si > c_zero);
if (negatives) {
v.si ^= ((v.si + n_delta) ^ v.si) & -(v.si > c_max);
}
if (lossless) {
v.si ^= signF;
} else {
v.si <<= shift;
}
return v.f;
}
};
union encoder {
float r;
uint32_t n;
};
// [sign] [exponent] [significand]
// [1] [5] [12]
uint32_t compress18(float r) {
encoder e{};
e.r = r;
uint32_t t = (e.n & 0x7ff800) >> 11;
t |= (((e.n & 0x7f800000) >> 23) - 0x70) << 12;
t |= (e.n & 0x80000000) >> 14;
return t;
}
float decompress18(uint32_t n) {
uint32_t t = (n & 0xfff) << 11;
t |= (((n & 0x1f000) >> 12) + 0x70) << 23;
t |= (n & 0x20000) << 14;
encoder e{};
e.n = t;
return e.r;
}
int main() {
float g = -724.99f;
FloatCompressor c{-65504, static_cast<float>(6.103515625e-05), 65504, 12};
uint32_t comp = c.compress(g);
float uncomp = c.decompress(comp);
printf("%f\n%u\n%f\n%f\n\n", g, comp, uncomp, decompress18(compress18(g)));
}