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vllm/csrc/cpu/float_convert.hpp
2025-09-25 20:46:11 +08:00

107 lines
2.5 KiB
C++

static float bf16_to_float(uint16_t bf16) {
uint32_t bits = static_cast<uint32_t>(bf16) << 16;
float fp32;
std::memcpy(&fp32, &bits, sizeof(fp32));
return fp32;
}
static uint16_t float_to_bf16(float fp32) {
uint32_t bits;
std::memcpy(&bits, &fp32, sizeof(fp32));
return static_cast<uint16_t>(bits >> 16);
}
/************************************************
* Copyright (c) 2015 Princeton Vision Group
* Licensed under the MIT license.
* Codes below copied from
* https://github.com/PrincetonVision/marvin/tree/master/tools/tensorIO_matlab
*************************************************/
static uint16_t float_to_fp16(float fp32) {
uint16_t fp16;
unsigned x;
unsigned u, remainder, shift, lsb, lsb_s1, lsb_m1;
unsigned sign, exponent, mantissa;
std::memcpy(&x, &fp32, sizeof(fp32));
u = (x & 0x7fffffff);
// Get rid of +NaN/-NaN case first.
if (u > 0x7f800000) {
fp16 = 0x7fffU;
return fp16;
}
sign = ((x >> 16) & 0x8000);
// Get rid of +Inf/-Inf, +0/-0.
if (u > 0x477fefff) {
fp16 = sign | 0x7c00U;
return fp16;
}
if (u < 0x33000001) {
fp16 = (sign | 0x0000);
return fp16;
}
exponent = ((u >> 23) & 0xff);
mantissa = (u & 0x7fffff);
if (exponent > 0x70) {
shift = 13;
exponent -= 0x70;
} else {
shift = 0x7e - exponent;
exponent = 0;
mantissa |= 0x800000;
}
lsb = (1 << shift);
lsb_s1 = (lsb >> 1);
lsb_m1 = (lsb - 1);
// Round to nearest even.
remainder = (mantissa & lsb_m1);
mantissa >>= shift;
if (remainder > lsb_s1 || (remainder == lsb_s1 && (mantissa & 0x1))) {
++mantissa;
if (!(mantissa & 0x3ff)) {
++exponent;
mantissa = 0;
}
}
fp16 = (sign | (exponent << 10) | mantissa);
return fp16;
}
static float fp16_to_float(uint16_t fp16) {
unsigned sign = ((fp16 >> 15) & 1);
unsigned exponent = ((fp16 >> 10) & 0x1f);
unsigned mantissa = ((fp16 & 0x3ff) << 13);
int temp;
float fp32;
if (exponent == 0x1f) { /* NaN or Inf */
mantissa = (mantissa ? (sign = 0, 0x7fffff) : 0);
exponent = 0xff;
} else if (!exponent) { /* Denorm or Zero */
if (mantissa) {
unsigned int msb;
exponent = 0x71;
do {
msb = (mantissa & 0x400000);
mantissa <<= 1; /* normalize */
--exponent;
} while (!msb);
mantissa &= 0x7fffff; /* 1.mantissa is implicit */
}
} else {
exponent += 0x70;
}
temp = ((sign << 31) | (exponent << 23) | mantissa);
std::memcpy(&fp32, &temp, sizeof(temp));
return fp32;
}