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-rw-r--r--third_party/rust/half/src/num_traits.rs1461
1 files changed, 1461 insertions, 0 deletions
diff --git a/third_party/rust/half/src/num_traits.rs b/third_party/rust/half/src/num_traits.rs
new file mode 100644
index 0000000000..e5ee490a84
--- /dev/null
+++ b/third_party/rust/half/src/num_traits.rs
@@ -0,0 +1,1461 @@
+use crate::{bf16, f16};
+use core::cmp::Ordering;
+use core::{num::FpCategory, ops::Div};
+use num_traits::{
+ AsPrimitive, Bounded, FloatConst, FromPrimitive, Num, NumCast, One, ToPrimitive, Zero,
+};
+
+impl ToPrimitive for f16 {
+ #[inline]
+ fn to_i64(&self) -> Option<i64> {
+ Self::to_f32(*self).to_i64()
+ }
+ #[inline]
+ fn to_u64(&self) -> Option<u64> {
+ Self::to_f32(*self).to_u64()
+ }
+ #[inline]
+ fn to_i8(&self) -> Option<i8> {
+ Self::to_f32(*self).to_i8()
+ }
+ #[inline]
+ fn to_u8(&self) -> Option<u8> {
+ Self::to_f32(*self).to_u8()
+ }
+ #[inline]
+ fn to_i16(&self) -> Option<i16> {
+ Self::to_f32(*self).to_i16()
+ }
+ #[inline]
+ fn to_u16(&self) -> Option<u16> {
+ Self::to_f32(*self).to_u16()
+ }
+ #[inline]
+ fn to_i32(&self) -> Option<i32> {
+ Self::to_f32(*self).to_i32()
+ }
+ #[inline]
+ fn to_u32(&self) -> Option<u32> {
+ Self::to_f32(*self).to_u32()
+ }
+ #[inline]
+ fn to_f32(&self) -> Option<f32> {
+ Some(Self::to_f32(*self))
+ }
+ #[inline]
+ fn to_f64(&self) -> Option<f64> {
+ Some(Self::to_f64(*self))
+ }
+}
+
+impl FromPrimitive for f16 {
+ #[inline]
+ fn from_i64(n: i64) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u64(n: u64) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_i8(n: i8) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u8(n: u8) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_i16(n: i16) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u16(n: u16) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_i32(n: i32) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u32(n: u32) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_f32(n: f32) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_f64(n: f64) -> Option<Self> {
+ n.to_f64().map(Self::from_f64)
+ }
+}
+
+impl Num for f16 {
+ type FromStrRadixErr = <f32 as Num>::FromStrRadixErr;
+
+ #[inline]
+ fn from_str_radix(str: &str, radix: u32) -> Result<Self, Self::FromStrRadixErr> {
+ Ok(Self::from_f32(f32::from_str_radix(str, radix)?))
+ }
+}
+
+impl One for f16 {
+ #[inline]
+ fn one() -> Self {
+ Self::ONE
+ }
+}
+
+impl Zero for f16 {
+ #[inline]
+ fn zero() -> Self {
+ Self::ZERO
+ }
+
+ #[inline]
+ fn is_zero(&self) -> bool {
+ *self == Self::ZERO
+ }
+}
+
+impl NumCast for f16 {
+ #[inline]
+ fn from<T: ToPrimitive>(n: T) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+}
+
+impl num_traits::float::FloatCore for f16 {
+ #[inline]
+ fn infinity() -> Self {
+ Self::INFINITY
+ }
+
+ #[inline]
+ fn neg_infinity() -> Self {
+ Self::NEG_INFINITY
+ }
+
+ #[inline]
+ fn nan() -> Self {
+ Self::NAN
+ }
+
+ #[inline]
+ fn neg_zero() -> Self {
+ Self::NEG_ZERO
+ }
+
+ #[inline]
+ fn min_value() -> Self {
+ Self::MIN
+ }
+
+ #[inline]
+ fn min_positive_value() -> Self {
+ Self::MIN_POSITIVE
+ }
+
+ #[inline]
+ fn epsilon() -> Self {
+ Self::EPSILON
+ }
+
+ #[inline]
+ fn max_value() -> Self {
+ Self::MAX
+ }
+
+ #[inline]
+ fn is_nan(self) -> bool {
+ self.is_nan()
+ }
+
+ #[inline]
+ fn is_infinite(self) -> bool {
+ self.is_infinite()
+ }
+
+ #[inline]
+ fn is_finite(self) -> bool {
+ self.is_finite()
+ }
+
+ #[inline]
+ fn is_normal(self) -> bool {
+ self.is_normal()
+ }
+
+ #[inline]
+ fn classify(self) -> FpCategory {
+ self.classify()
+ }
+
+ #[inline]
+ fn floor(self) -> Self {
+ Self::from_f32(self.to_f32().floor())
+ }
+
+ #[inline]
+ fn ceil(self) -> Self {
+ Self::from_f32(self.to_f32().ceil())
+ }
+
+ #[inline]
+ fn round(self) -> Self {
+ Self::from_f32(self.to_f32().round())
+ }
+
+ #[inline]
+ fn trunc(self) -> Self {
+ Self::from_f32(self.to_f32().trunc())
+ }
+
+ #[inline]
+ fn fract(self) -> Self {
+ Self::from_f32(self.to_f32().fract())
+ }
+
+ #[inline]
+ fn abs(self) -> Self {
+ Self::from_bits(self.to_bits() & 0x7FFF)
+ }
+
+ #[inline]
+ fn signum(self) -> Self {
+ self.signum()
+ }
+
+ #[inline]
+ fn is_sign_positive(self) -> bool {
+ self.is_sign_positive()
+ }
+
+ #[inline]
+ fn is_sign_negative(self) -> bool {
+ self.is_sign_negative()
+ }
+
+ fn min(self, other: Self) -> Self {
+ match self.partial_cmp(&other) {
+ None => {
+ if self.is_nan() {
+ other
+ } else {
+ self
+ }
+ }
+ Some(Ordering::Greater) | Some(Ordering::Equal) => other,
+ Some(Ordering::Less) => self,
+ }
+ }
+
+ fn max(self, other: Self) -> Self {
+ match self.partial_cmp(&other) {
+ None => {
+ if self.is_nan() {
+ other
+ } else {
+ self
+ }
+ }
+ Some(Ordering::Greater) | Some(Ordering::Equal) => self,
+ Some(Ordering::Less) => other,
+ }
+ }
+
+ #[inline]
+ fn recip(self) -> Self {
+ Self::from_f32(self.to_f32().recip())
+ }
+
+ #[inline]
+ fn powi(self, exp: i32) -> Self {
+ Self::from_f32(self.to_f32().powi(exp))
+ }
+
+ #[inline]
+ fn to_degrees(self) -> Self {
+ Self::from_f32(self.to_f32().to_degrees())
+ }
+
+ #[inline]
+ fn to_radians(self) -> Self {
+ Self::from_f32(self.to_f32().to_radians())
+ }
+
+ #[inline]
+ fn integer_decode(self) -> (u64, i16, i8) {
+ num_traits::float::FloatCore::integer_decode(self.to_f32())
+ }
+}
+
+impl num_traits::float::Float for f16 {
+ #[inline]
+ fn nan() -> Self {
+ Self::NAN
+ }
+
+ #[inline]
+ fn infinity() -> Self {
+ Self::INFINITY
+ }
+
+ #[inline]
+ fn neg_infinity() -> Self {
+ Self::NEG_INFINITY
+ }
+
+ #[inline]
+ fn neg_zero() -> Self {
+ Self::NEG_ZERO
+ }
+
+ #[inline]
+ fn min_value() -> Self {
+ Self::MIN
+ }
+
+ #[inline]
+ fn min_positive_value() -> Self {
+ Self::MIN_POSITIVE
+ }
+
+ #[inline]
+ fn epsilon() -> Self {
+ Self::EPSILON
+ }
+
+ #[inline]
+ fn max_value() -> Self {
+ Self::MAX
+ }
+
+ #[inline]
+ fn is_nan(self) -> bool {
+ self.is_nan()
+ }
+
+ #[inline]
+ fn is_infinite(self) -> bool {
+ self.is_infinite()
+ }
+
+ #[inline]
+ fn is_finite(self) -> bool {
+ self.is_finite()
+ }
+
+ #[inline]
+ fn is_normal(self) -> bool {
+ self.is_normal()
+ }
+
+ #[inline]
+ fn classify(self) -> FpCategory {
+ self.classify()
+ }
+
+ #[inline]
+ fn floor(self) -> Self {
+ Self::from_f32(self.to_f32().floor())
+ }
+
+ #[inline]
+ fn ceil(self) -> Self {
+ Self::from_f32(self.to_f32().ceil())
+ }
+
+ #[inline]
+ fn round(self) -> Self {
+ Self::from_f32(self.to_f32().round())
+ }
+
+ #[inline]
+ fn trunc(self) -> Self {
+ Self::from_f32(self.to_f32().trunc())
+ }
+
+ #[inline]
+ fn fract(self) -> Self {
+ Self::from_f32(self.to_f32().fract())
+ }
+
+ #[inline]
+ fn abs(self) -> Self {
+ Self::from_f32(self.to_f32().abs())
+ }
+
+ #[inline]
+ fn signum(self) -> Self {
+ Self::from_f32(self.to_f32().signum())
+ }
+
+ #[inline]
+ fn is_sign_positive(self) -> bool {
+ self.is_sign_positive()
+ }
+
+ #[inline]
+ fn is_sign_negative(self) -> bool {
+ self.is_sign_negative()
+ }
+
+ #[inline]
+ fn mul_add(self, a: Self, b: Self) -> Self {
+ Self::from_f32(self.to_f32().mul_add(a.to_f32(), b.to_f32()))
+ }
+
+ #[inline]
+ fn recip(self) -> Self {
+ Self::from_f32(self.to_f32().recip())
+ }
+
+ #[inline]
+ fn powi(self, n: i32) -> Self {
+ Self::from_f32(self.to_f32().powi(n))
+ }
+
+ #[inline]
+ fn powf(self, n: Self) -> Self {
+ Self::from_f32(self.to_f32().powf(n.to_f32()))
+ }
+
+ #[inline]
+ fn sqrt(self) -> Self {
+ Self::from_f32(self.to_f32().sqrt())
+ }
+
+ #[inline]
+ fn exp(self) -> Self {
+ Self::from_f32(self.to_f32().exp())
+ }
+
+ #[inline]
+ fn exp2(self) -> Self {
+ Self::from_f32(self.to_f32().exp2())
+ }
+
+ #[inline]
+ fn ln(self) -> Self {
+ Self::from_f32(self.to_f32().ln())
+ }
+
+ #[inline]
+ fn log(self, base: Self) -> Self {
+ Self::from_f32(self.to_f32().log(base.to_f32()))
+ }
+
+ #[inline]
+ fn log2(self) -> Self {
+ Self::from_f32(self.to_f32().log2())
+ }
+
+ #[inline]
+ fn log10(self) -> Self {
+ Self::from_f32(self.to_f32().log10())
+ }
+
+ #[inline]
+ fn to_degrees(self) -> Self {
+ Self::from_f32(self.to_f32().to_degrees())
+ }
+
+ #[inline]
+ fn to_radians(self) -> Self {
+ Self::from_f32(self.to_f32().to_radians())
+ }
+
+ #[inline]
+ fn max(self, other: Self) -> Self {
+ self.max(other)
+ }
+
+ #[inline]
+ fn min(self, other: Self) -> Self {
+ self.min(other)
+ }
+
+ #[inline]
+ fn abs_sub(self, other: Self) -> Self {
+ Self::from_f32((self.to_f32() - other.to_f32()).max(0.0))
+ }
+
+ #[inline]
+ fn cbrt(self) -> Self {
+ Self::from_f32(self.to_f32().cbrt())
+ }
+
+ #[inline]
+ fn hypot(self, other: Self) -> Self {
+ Self::from_f32(self.to_f32().hypot(other.to_f32()))
+ }
+
+ #[inline]
+ fn sin(self) -> Self {
+ Self::from_f32(self.to_f32().sin())
+ }
+
+ #[inline]
+ fn cos(self) -> Self {
+ Self::from_f32(self.to_f32().cos())
+ }
+
+ #[inline]
+ fn tan(self) -> Self {
+ Self::from_f32(self.to_f32().tan())
+ }
+
+ #[inline]
+ fn asin(self) -> Self {
+ Self::from_f32(self.to_f32().asin())
+ }
+
+ #[inline]
+ fn acos(self) -> Self {
+ Self::from_f32(self.to_f32().acos())
+ }
+
+ #[inline]
+ fn atan(self) -> Self {
+ Self::from_f32(self.to_f32().atan())
+ }
+
+ #[inline]
+ fn atan2(self, other: Self) -> Self {
+ Self::from_f32(self.to_f32().atan2(other.to_f32()))
+ }
+
+ #[inline]
+ fn sin_cos(self) -> (Self, Self) {
+ let (sin, cos) = self.to_f32().sin_cos();
+ (Self::from_f32(sin), Self::from_f32(cos))
+ }
+
+ #[inline]
+ fn exp_m1(self) -> Self {
+ Self::from_f32(self.to_f32().exp_m1())
+ }
+
+ #[inline]
+ fn ln_1p(self) -> Self {
+ Self::from_f32(self.to_f32().ln_1p())
+ }
+
+ #[inline]
+ fn sinh(self) -> Self {
+ Self::from_f32(self.to_f32().sinh())
+ }
+
+ #[inline]
+ fn cosh(self) -> Self {
+ Self::from_f32(self.to_f32().cosh())
+ }
+
+ #[inline]
+ fn tanh(self) -> Self {
+ Self::from_f32(self.to_f32().tanh())
+ }
+
+ #[inline]
+ fn asinh(self) -> Self {
+ Self::from_f32(self.to_f32().asinh())
+ }
+
+ #[inline]
+ fn acosh(self) -> Self {
+ Self::from_f32(self.to_f32().acosh())
+ }
+
+ #[inline]
+ fn atanh(self) -> Self {
+ Self::from_f32(self.to_f32().atanh())
+ }
+
+ #[inline]
+ fn integer_decode(self) -> (u64, i16, i8) {
+ num_traits::float::Float::integer_decode(self.to_f32())
+ }
+}
+
+impl FloatConst for f16 {
+ #[inline]
+ fn E() -> Self {
+ Self::E
+ }
+
+ #[inline]
+ fn FRAC_1_PI() -> Self {
+ Self::FRAC_1_PI
+ }
+
+ #[inline]
+ fn FRAC_1_SQRT_2() -> Self {
+ Self::FRAC_1_SQRT_2
+ }
+
+ #[inline]
+ fn FRAC_2_PI() -> Self {
+ Self::FRAC_2_PI
+ }
+
+ #[inline]
+ fn FRAC_2_SQRT_PI() -> Self {
+ Self::FRAC_2_SQRT_PI
+ }
+
+ #[inline]
+ fn FRAC_PI_2() -> Self {
+ Self::FRAC_PI_2
+ }
+
+ #[inline]
+ fn FRAC_PI_3() -> Self {
+ Self::FRAC_PI_3
+ }
+
+ #[inline]
+ fn FRAC_PI_4() -> Self {
+ Self::FRAC_PI_4
+ }
+
+ #[inline]
+ fn FRAC_PI_6() -> Self {
+ Self::FRAC_PI_6
+ }
+
+ #[inline]
+ fn FRAC_PI_8() -> Self {
+ Self::FRAC_PI_8
+ }
+
+ #[inline]
+ fn LN_10() -> Self {
+ Self::LN_10
+ }
+
+ #[inline]
+ fn LN_2() -> Self {
+ Self::LN_2
+ }
+
+ #[inline]
+ fn LOG10_E() -> Self {
+ Self::LOG10_E
+ }
+
+ #[inline]
+ fn LOG2_E() -> Self {
+ Self::LOG2_E
+ }
+
+ #[inline]
+ fn PI() -> Self {
+ Self::PI
+ }
+
+ fn SQRT_2() -> Self {
+ Self::SQRT_2
+ }
+
+ #[inline]
+ fn LOG10_2() -> Self
+ where
+ Self: Sized + Div<Self, Output = Self>,
+ {
+ Self::LOG10_2
+ }
+
+ #[inline]
+ fn LOG2_10() -> Self
+ where
+ Self: Sized + Div<Self, Output = Self>,
+ {
+ Self::LOG2_10
+ }
+}
+
+impl Bounded for f16 {
+ #[inline]
+ fn min_value() -> Self {
+ f16::MIN
+ }
+
+ #[inline]
+ fn max_value() -> Self {
+ f16::MAX
+ }
+}
+
+macro_rules! impl_as_primitive_to_f16 {
+ ($ty:ty, $meth:ident) => {
+ impl AsPrimitive<$ty> for f16 {
+ #[inline]
+ fn as_(self) -> $ty {
+ self.$meth().as_()
+ }
+ }
+ };
+}
+
+impl_as_primitive_to_f16!(i64, to_f32);
+impl_as_primitive_to_f16!(u64, to_f32);
+impl_as_primitive_to_f16!(i8, to_f32);
+impl_as_primitive_to_f16!(u8, to_f32);
+impl_as_primitive_to_f16!(i16, to_f32);
+impl_as_primitive_to_f16!(u16, to_f32);
+impl_as_primitive_to_f16!(i32, to_f32);
+impl_as_primitive_to_f16!(u32, to_f32);
+impl_as_primitive_to_f16!(f32, to_f32);
+impl_as_primitive_to_f16!(f64, to_f64);
+
+macro_rules! impl_as_primitive_f16_from {
+ ($ty:ty, $meth:ident) => {
+ impl AsPrimitive<f16> for $ty {
+ #[inline]
+ fn as_(self) -> f16 {
+ f16::$meth(self.as_())
+ }
+ }
+ };
+}
+
+impl_as_primitive_f16_from!(i64, from_f32);
+impl_as_primitive_f16_from!(u64, from_f32);
+impl_as_primitive_f16_from!(i8, from_f32);
+impl_as_primitive_f16_from!(u8, from_f32);
+impl_as_primitive_f16_from!(i16, from_f32);
+impl_as_primitive_f16_from!(u16, from_f32);
+impl_as_primitive_f16_from!(i32, from_f32);
+impl_as_primitive_f16_from!(u32, from_f32);
+impl_as_primitive_f16_from!(f32, from_f32);
+impl_as_primitive_f16_from!(f64, from_f64);
+
+impl ToPrimitive for bf16 {
+ #[inline]
+ fn to_i64(&self) -> Option<i64> {
+ Self::to_f32(*self).to_i64()
+ }
+ #[inline]
+ fn to_u64(&self) -> Option<u64> {
+ Self::to_f32(*self).to_u64()
+ }
+ #[inline]
+ fn to_i8(&self) -> Option<i8> {
+ Self::to_f32(*self).to_i8()
+ }
+ #[inline]
+ fn to_u8(&self) -> Option<u8> {
+ Self::to_f32(*self).to_u8()
+ }
+ #[inline]
+ fn to_i16(&self) -> Option<i16> {
+ Self::to_f32(*self).to_i16()
+ }
+ #[inline]
+ fn to_u16(&self) -> Option<u16> {
+ Self::to_f32(*self).to_u16()
+ }
+ #[inline]
+ fn to_i32(&self) -> Option<i32> {
+ Self::to_f32(*self).to_i32()
+ }
+ #[inline]
+ fn to_u32(&self) -> Option<u32> {
+ Self::to_f32(*self).to_u32()
+ }
+ #[inline]
+ fn to_f32(&self) -> Option<f32> {
+ Some(Self::to_f32(*self))
+ }
+ #[inline]
+ fn to_f64(&self) -> Option<f64> {
+ Some(Self::to_f64(*self))
+ }
+}
+
+impl FromPrimitive for bf16 {
+ #[inline]
+ fn from_i64(n: i64) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u64(n: u64) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_i8(n: i8) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u8(n: u8) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_i16(n: i16) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u16(n: u16) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_i32(n: i32) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_u32(n: u32) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_f32(n: f32) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+ #[inline]
+ fn from_f64(n: f64) -> Option<Self> {
+ n.to_f64().map(Self::from_f64)
+ }
+}
+
+impl Num for bf16 {
+ type FromStrRadixErr = <f32 as Num>::FromStrRadixErr;
+
+ #[inline]
+ fn from_str_radix(str: &str, radix: u32) -> Result<Self, Self::FromStrRadixErr> {
+ Ok(Self::from_f32(f32::from_str_radix(str, radix)?))
+ }
+}
+
+impl One for bf16 {
+ #[inline]
+ fn one() -> Self {
+ Self::ONE
+ }
+}
+
+impl Zero for bf16 {
+ #[inline]
+ fn zero() -> Self {
+ Self::ZERO
+ }
+
+ #[inline]
+ fn is_zero(&self) -> bool {
+ *self == Self::ZERO
+ }
+}
+
+impl NumCast for bf16 {
+ #[inline]
+ fn from<T: ToPrimitive>(n: T) -> Option<Self> {
+ n.to_f32().map(Self::from_f32)
+ }
+}
+
+impl num_traits::float::FloatCore for bf16 {
+ #[inline]
+ fn infinity() -> Self {
+ Self::INFINITY
+ }
+
+ #[inline]
+ fn neg_infinity() -> Self {
+ Self::NEG_INFINITY
+ }
+
+ #[inline]
+ fn nan() -> Self {
+ Self::NAN
+ }
+
+ #[inline]
+ fn neg_zero() -> Self {
+ Self::NEG_ZERO
+ }
+
+ #[inline]
+ fn min_value() -> Self {
+ Self::MIN
+ }
+
+ #[inline]
+ fn min_positive_value() -> Self {
+ Self::MIN_POSITIVE
+ }
+
+ #[inline]
+ fn epsilon() -> Self {
+ Self::EPSILON
+ }
+
+ #[inline]
+ fn max_value() -> Self {
+ Self::MAX
+ }
+
+ #[inline]
+ fn is_nan(self) -> bool {
+ self.is_nan()
+ }
+
+ #[inline]
+ fn is_infinite(self) -> bool {
+ self.is_infinite()
+ }
+
+ #[inline]
+ fn is_finite(self) -> bool {
+ self.is_finite()
+ }
+
+ #[inline]
+ fn is_normal(self) -> bool {
+ self.is_normal()
+ }
+
+ #[inline]
+ fn classify(self) -> FpCategory {
+ self.classify()
+ }
+
+ #[inline]
+ fn floor(self) -> Self {
+ Self::from_f32(self.to_f32().floor())
+ }
+
+ #[inline]
+ fn ceil(self) -> Self {
+ Self::from_f32(self.to_f32().ceil())
+ }
+
+ #[inline]
+ fn round(self) -> Self {
+ Self::from_f32(self.to_f32().round())
+ }
+
+ #[inline]
+ fn trunc(self) -> Self {
+ Self::from_f32(self.to_f32().trunc())
+ }
+
+ #[inline]
+ fn fract(self) -> Self {
+ Self::from_f32(self.to_f32().fract())
+ }
+
+ #[inline]
+ fn abs(self) -> Self {
+ Self::from_bits(self.to_bits() & 0x7FFF)
+ }
+
+ #[inline]
+ fn signum(self) -> Self {
+ self.signum()
+ }
+
+ #[inline]
+ fn is_sign_positive(self) -> bool {
+ self.is_sign_positive()
+ }
+
+ #[inline]
+ fn is_sign_negative(self) -> bool {
+ self.is_sign_negative()
+ }
+
+ fn min(self, other: Self) -> Self {
+ match self.partial_cmp(&other) {
+ None => {
+ if self.is_nan() {
+ other
+ } else {
+ self
+ }
+ }
+ Some(Ordering::Greater) | Some(Ordering::Equal) => other,
+ Some(Ordering::Less) => self,
+ }
+ }
+
+ fn max(self, other: Self) -> Self {
+ match self.partial_cmp(&other) {
+ None => {
+ if self.is_nan() {
+ other
+ } else {
+ self
+ }
+ }
+ Some(Ordering::Greater) | Some(Ordering::Equal) => self,
+ Some(Ordering::Less) => other,
+ }
+ }
+
+ #[inline]
+ fn recip(self) -> Self {
+ Self::from_f32(self.to_f32().recip())
+ }
+
+ #[inline]
+ fn powi(self, exp: i32) -> Self {
+ Self::from_f32(self.to_f32().powi(exp))
+ }
+
+ #[inline]
+ fn to_degrees(self) -> Self {
+ Self::from_f32(self.to_f32().to_degrees())
+ }
+
+ #[inline]
+ fn to_radians(self) -> Self {
+ Self::from_f32(self.to_f32().to_radians())
+ }
+
+ #[inline]
+ fn integer_decode(self) -> (u64, i16, i8) {
+ num_traits::float::FloatCore::integer_decode(self.to_f32())
+ }
+}
+
+impl num_traits::float::Float for bf16 {
+ #[inline]
+ fn nan() -> Self {
+ Self::NAN
+ }
+
+ #[inline]
+ fn infinity() -> Self {
+ Self::INFINITY
+ }
+
+ #[inline]
+ fn neg_infinity() -> Self {
+ Self::NEG_INFINITY
+ }
+
+ #[inline]
+ fn neg_zero() -> Self {
+ Self::NEG_ZERO
+ }
+
+ #[inline]
+ fn min_value() -> Self {
+ Self::MIN
+ }
+
+ #[inline]
+ fn min_positive_value() -> Self {
+ Self::MIN_POSITIVE
+ }
+
+ #[inline]
+ fn epsilon() -> Self {
+ Self::EPSILON
+ }
+
+ #[inline]
+ fn max_value() -> Self {
+ Self::MAX
+ }
+
+ #[inline]
+ fn is_nan(self) -> bool {
+ self.is_nan()
+ }
+
+ #[inline]
+ fn is_infinite(self) -> bool {
+ self.is_infinite()
+ }
+
+ #[inline]
+ fn is_finite(self) -> bool {
+ self.is_finite()
+ }
+
+ #[inline]
+ fn is_normal(self) -> bool {
+ self.is_normal()
+ }
+
+ #[inline]
+ fn classify(self) -> FpCategory {
+ self.classify()
+ }
+
+ #[inline]
+ fn floor(self) -> Self {
+ Self::from_f32(self.to_f32().floor())
+ }
+
+ #[inline]
+ fn ceil(self) -> Self {
+ Self::from_f32(self.to_f32().ceil())
+ }
+
+ #[inline]
+ fn round(self) -> Self {
+ Self::from_f32(self.to_f32().round())
+ }
+
+ #[inline]
+ fn trunc(self) -> Self {
+ Self::from_f32(self.to_f32().trunc())
+ }
+
+ #[inline]
+ fn fract(self) -> Self {
+ Self::from_f32(self.to_f32().fract())
+ }
+
+ #[inline]
+ fn abs(self) -> Self {
+ Self::from_f32(self.to_f32().abs())
+ }
+
+ #[inline]
+ fn signum(self) -> Self {
+ Self::from_f32(self.to_f32().signum())
+ }
+
+ #[inline]
+ fn is_sign_positive(self) -> bool {
+ self.is_sign_positive()
+ }
+
+ #[inline]
+ fn is_sign_negative(self) -> bool {
+ self.is_sign_negative()
+ }
+
+ #[inline]
+ fn mul_add(self, a: Self, b: Self) -> Self {
+ Self::from_f32(self.to_f32().mul_add(a.to_f32(), b.to_f32()))
+ }
+
+ #[inline]
+ fn recip(self) -> Self {
+ Self::from_f32(self.to_f32().recip())
+ }
+
+ #[inline]
+ fn powi(self, n: i32) -> Self {
+ Self::from_f32(self.to_f32().powi(n))
+ }
+
+ #[inline]
+ fn powf(self, n: Self) -> Self {
+ Self::from_f32(self.to_f32().powf(n.to_f32()))
+ }
+
+ #[inline]
+ fn sqrt(self) -> Self {
+ Self::from_f32(self.to_f32().sqrt())
+ }
+
+ #[inline]
+ fn exp(self) -> Self {
+ Self::from_f32(self.to_f32().exp())
+ }
+
+ #[inline]
+ fn exp2(self) -> Self {
+ Self::from_f32(self.to_f32().exp2())
+ }
+
+ #[inline]
+ fn ln(self) -> Self {
+ Self::from_f32(self.to_f32().ln())
+ }
+
+ #[inline]
+ fn log(self, base: Self) -> Self {
+ Self::from_f32(self.to_f32().log(base.to_f32()))
+ }
+
+ #[inline]
+ fn log2(self) -> Self {
+ Self::from_f32(self.to_f32().log2())
+ }
+
+ #[inline]
+ fn log10(self) -> Self {
+ Self::from_f32(self.to_f32().log10())
+ }
+
+ #[inline]
+ fn to_degrees(self) -> Self {
+ Self::from_f32(self.to_f32().to_degrees())
+ }
+
+ #[inline]
+ fn to_radians(self) -> Self {
+ Self::from_f32(self.to_f32().to_radians())
+ }
+
+ #[inline]
+ fn max(self, other: Self) -> Self {
+ self.max(other)
+ }
+
+ #[inline]
+ fn min(self, other: Self) -> Self {
+ self.min(other)
+ }
+
+ #[inline]
+ fn abs_sub(self, other: Self) -> Self {
+ Self::from_f32((self.to_f32() - other.to_f32()).max(0.0))
+ }
+
+ #[inline]
+ fn cbrt(self) -> Self {
+ Self::from_f32(self.to_f32().cbrt())
+ }
+
+ #[inline]
+ fn hypot(self, other: Self) -> Self {
+ Self::from_f32(self.to_f32().hypot(other.to_f32()))
+ }
+
+ #[inline]
+ fn sin(self) -> Self {
+ Self::from_f32(self.to_f32().sin())
+ }
+
+ #[inline]
+ fn cos(self) -> Self {
+ Self::from_f32(self.to_f32().cos())
+ }
+
+ #[inline]
+ fn tan(self) -> Self {
+ Self::from_f32(self.to_f32().tan())
+ }
+
+ #[inline]
+ fn asin(self) -> Self {
+ Self::from_f32(self.to_f32().asin())
+ }
+
+ #[inline]
+ fn acos(self) -> Self {
+ Self::from_f32(self.to_f32().acos())
+ }
+
+ #[inline]
+ fn atan(self) -> Self {
+ Self::from_f32(self.to_f32().atan())
+ }
+
+ #[inline]
+ fn atan2(self, other: Self) -> Self {
+ Self::from_f32(self.to_f32().atan2(other.to_f32()))
+ }
+
+ #[inline]
+ fn sin_cos(self) -> (Self, Self) {
+ let (sin, cos) = self.to_f32().sin_cos();
+ (Self::from_f32(sin), Self::from_f32(cos))
+ }
+
+ #[inline]
+ fn exp_m1(self) -> Self {
+ Self::from_f32(self.to_f32().exp_m1())
+ }
+
+ #[inline]
+ fn ln_1p(self) -> Self {
+ Self::from_f32(self.to_f32().ln_1p())
+ }
+
+ #[inline]
+ fn sinh(self) -> Self {
+ Self::from_f32(self.to_f32().sinh())
+ }
+
+ #[inline]
+ fn cosh(self) -> Self {
+ Self::from_f32(self.to_f32().cosh())
+ }
+
+ #[inline]
+ fn tanh(self) -> Self {
+ Self::from_f32(self.to_f32().tanh())
+ }
+
+ #[inline]
+ fn asinh(self) -> Self {
+ Self::from_f32(self.to_f32().asinh())
+ }
+
+ #[inline]
+ fn acosh(self) -> Self {
+ Self::from_f32(self.to_f32().acosh())
+ }
+
+ #[inline]
+ fn atanh(self) -> Self {
+ Self::from_f32(self.to_f32().atanh())
+ }
+
+ #[inline]
+ fn integer_decode(self) -> (u64, i16, i8) {
+ num_traits::float::Float::integer_decode(self.to_f32())
+ }
+}
+
+impl FloatConst for bf16 {
+ #[inline]
+ fn E() -> Self {
+ Self::E
+ }
+
+ #[inline]
+ fn FRAC_1_PI() -> Self {
+ Self::FRAC_1_PI
+ }
+
+ #[inline]
+ fn FRAC_1_SQRT_2() -> Self {
+ Self::FRAC_1_SQRT_2
+ }
+
+ #[inline]
+ fn FRAC_2_PI() -> Self {
+ Self::FRAC_2_PI
+ }
+
+ #[inline]
+ fn FRAC_2_SQRT_PI() -> Self {
+ Self::FRAC_2_SQRT_PI
+ }
+
+ #[inline]
+ fn FRAC_PI_2() -> Self {
+ Self::FRAC_PI_2
+ }
+
+ #[inline]
+ fn FRAC_PI_3() -> Self {
+ Self::FRAC_PI_3
+ }
+
+ #[inline]
+ fn FRAC_PI_4() -> Self {
+ Self::FRAC_PI_4
+ }
+
+ #[inline]
+ fn FRAC_PI_6() -> Self {
+ Self::FRAC_PI_6
+ }
+
+ #[inline]
+ fn FRAC_PI_8() -> Self {
+ Self::FRAC_PI_8
+ }
+
+ #[inline]
+ fn LN_10() -> Self {
+ Self::LN_10
+ }
+
+ #[inline]
+ fn LN_2() -> Self {
+ Self::LN_2
+ }
+
+ #[inline]
+ fn LOG10_E() -> Self {
+ Self::LOG10_E
+ }
+
+ #[inline]
+ fn LOG2_E() -> Self {
+ Self::LOG2_E
+ }
+
+ #[inline]
+ fn PI() -> Self {
+ Self::PI
+ }
+
+ #[inline]
+ fn SQRT_2() -> Self {
+ Self::SQRT_2
+ }
+
+ #[inline]
+ fn LOG10_2() -> Self
+ where
+ Self: Sized + Div<Self, Output = Self>,
+ {
+ Self::LOG10_2
+ }
+
+ #[inline]
+ fn LOG2_10() -> Self
+ where
+ Self: Sized + Div<Self, Output = Self>,
+ {
+ Self::LOG2_10
+ }
+}
+
+impl Bounded for bf16 {
+ #[inline]
+ fn min_value() -> Self {
+ bf16::MIN
+ }
+
+ #[inline]
+ fn max_value() -> Self {
+ bf16::MAX
+ }
+}
+
+macro_rules! impl_as_primitive_to_bf16 {
+ ($ty:ty, $meth:ident) => {
+ impl AsPrimitive<$ty> for bf16 {
+ #[inline]
+ fn as_(self) -> $ty {
+ self.$meth().as_()
+ }
+ }
+ };
+}
+
+impl_as_primitive_to_bf16!(i64, to_f32);
+impl_as_primitive_to_bf16!(u64, to_f32);
+impl_as_primitive_to_bf16!(i8, to_f32);
+impl_as_primitive_to_bf16!(u8, to_f32);
+impl_as_primitive_to_bf16!(i16, to_f32);
+impl_as_primitive_to_bf16!(u16, to_f32);
+impl_as_primitive_to_bf16!(i32, to_f32);
+impl_as_primitive_to_bf16!(u32, to_f32);
+impl_as_primitive_to_bf16!(f32, to_f32);
+impl_as_primitive_to_bf16!(f64, to_f64);
+
+macro_rules! impl_as_primitive_bf16_from {
+ ($ty:ty, $meth:ident) => {
+ impl AsPrimitive<bf16> for $ty {
+ #[inline]
+ fn as_(self) -> bf16 {
+ bf16::$meth(self.as_())
+ }
+ }
+ };
+}
+
+impl_as_primitive_bf16_from!(i64, from_f32);
+impl_as_primitive_bf16_from!(u64, from_f32);
+impl_as_primitive_bf16_from!(i8, from_f32);
+impl_as_primitive_bf16_from!(u8, from_f32);
+impl_as_primitive_bf16_from!(i16, from_f32);
+impl_as_primitive_bf16_from!(u16, from_f32);
+impl_as_primitive_bf16_from!(i32, from_f32);
+impl_as_primitive_bf16_from!(u32, from_f32);
+impl_as_primitive_bf16_from!(f32, from_f32);
+impl_as_primitive_bf16_from!(f64, from_f64);