半精度数(half-precision)通常指的是IEEE 754标准中的二进制16位浮点数表示格式。由于它的存储空间较小,可以在一些资源受限的环境中使用。
下面是一个使用C++编写的半精度数的数学库的示例:
#include
#include
// 定义半精度数结构体
struct HalfPrecision {
uint16_t value;
HalfPrecision(float f) {
uint32_t floatBits = *reinterpret_cast(&f);
uint32_t sign = (floatBits >> 31) & 0x1;
uint32_t exponent = (floatBits >> 23) & 0xFF;
uint32_t mantissa = floatBits & 0x7FFFFF;
uint16_t halfBits = 0;
if (exponent == 0) {
// 非规格化数
mantissa = mantissa >> 13;
halfBits = sign << 15 | mantissa;
} else if (exponent == 0xFF) {
// 无穷大或NaN
halfBits = sign << 15 | 0x7C00 | (mantissa != 0);
} else {
// 规格化数
exponent += 0x70 - 0x7F;
mantissa = mantissa >> 13;
halfBits = sign << 15 | exponent << 10 | mantissa;
}
value = halfBits;
}
float toFloat() {
uint16_t sign = (value >> 15) & 0x1;
uint16_t exponent = (value >> 10) & 0x1F;
uint16_t mantissa = value & 0x3FF;
uint32_t floatBits = 0;
if (exponent == 0) {
// 非规格化数
floatBits = sign << 31 | mantissa << 13;
} else if (exponent == 0x1F) {
// 无穷大或NaN
floatBits = sign << 31 | 0xFF << 23 | mantissa << 13;
} else {
// 规格化数
exponent += 0x7F - 0x70;
floatBits = sign << 31 | exponent << 23 | mantissa << 13;
}
return *reinterpret_cast(&floatBits);
}
HalfPrecision operator+(const HalfPrecision& other) {
float result = toFloat() + other.toFloat();
return HalfPrecision(result);
}
HalfPrecision operator-(const HalfPrecision& other) {
float result = toFloat() - other.toFloat();
return HalfPrecision(result);
}
HalfPrecision operator*(const HalfPrecision& other) {
float result = toFloat() * other.toFloat();
return HalfPrecision(result);
}
HalfPrecision operator/(const HalfPrecision& other) {
float result = toFloat() / other.toFloat();
return HalfPrecision(result);
}
friend std::ostream& operator<<(std::ostream& os, const HalfPrecision& hp) {
os << hp.toFloat();
return os;
}
};
int main() {
HalfPrecision num1 = HalfPrecision(1.5);
HalfPrecision num2 = HalfPrecision(2.5);
HalfPrecision sum = num1 + num2;
HalfPrecision difference = num1 - num2;
HalfPrecision product = num1 * num2;
HalfPrecision quotient = num1 / num2;
std::cout << "Sum: " << sum << std::endl;
std::cout << "Difference: " << difference << std::endl;
std::cout << "Product: " << product << std::endl;
std::cout << "Quotient: " << quotient << std::endl;
return 0;
}
此示例中的HalfPrecision结构体可以将float类型的数值转换为半精度数,并支持基本的加、减、乘、除运算。它还提供了一个重载的<<运算符,用于打印半精度数的值。
注意:上述示例中的半精度数转换算法仅供参考,实际应用中可能需要根据具体需求进行调整。此外,该示例