#![allow(dead_code, unused_imports)]
use crate::leading_zeros::leading_zeros_u16;
use core::mem;
#[cfg(any(target_arch = "x86", target_arch = "x86_64"))]
mod x86;
#[cfg(target_arch = "aarch64")]
mod aarch64;
macro_rules! convert_fn {
(if x86_feature("f16c") { $f16c:expr }
else if aarch64_feature("fp16") { $aarch64:expr }
else { $fallback:expr }) => {
cfg_if::cfg_if! {
if #[cfg(all(
any(target_arch = "x86", target_arch = "x86_64"),
target_feature = "f16c"
))] {
$f16c
}
else if #[cfg(all(
target_arch = "aarch64",
target_feature = "fp16"
))] {
$aarch64
}
else if #[cfg(all(
feature = "std",
any(target_arch = "x86", target_arch = "x86_64")
))] {
use std::arch::is_x86_feature_detected;
if is_x86_feature_detected!("f16c") {
$f16c
} else {
$fallback
}
}
else if #[cfg(all(
feature = "std",
target_arch = "aarch64",
))] {
use std::arch::is_aarch64_feature_detected;
if is_aarch64_feature_detected!("fp16") {
$aarch64
} else {
$fallback
}
}
else {
$fallback
}
}
};
}
#[inline]
pub(crate) fn f32_to_f16(f: f32) -> u16 {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f32_to_f16_x86_f16c(f) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f32_to_f16_fp16(f) }
} else {
f32_to_f16_fallback(f)
}
}
}
#[inline]
pub(crate) fn f64_to_f16(f: f64) -> u16 {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f32_to_f16_x86_f16c(f as f32) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f64_to_f16_fp16(f) }
} else {
f64_to_f16_fallback(f)
}
}
}
#[inline]
pub(crate) fn f16_to_f32(i: u16) -> f32 {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f16_to_f32_x86_f16c(i) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f16_to_f32_fp16(i) }
} else {
f16_to_f32_fallback(i)
}
}
}
#[inline]
pub(crate) fn f16_to_f64(i: u16) -> f64 {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f16_to_f32_x86_f16c(i) as f64 }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f16_to_f64_fp16(i) }
} else {
f16_to_f64_fallback(i)
}
}
}
#[inline]
pub(crate) fn f32x4_to_f16x4(f: &[f32; 4]) -> [u16; 4] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f32x4_to_f16x4_x86_f16c(f) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f32x4_to_f16x4_fp16(f) }
} else {
f32x4_to_f16x4_fallback(f)
}
}
}
#[inline]
pub(crate) fn f16x4_to_f32x4(i: &[u16; 4]) -> [f32; 4] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f16x4_to_f32x4_x86_f16c(i) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f16x4_to_f32x4_fp16(i) }
} else {
f16x4_to_f32x4_fallback(i)
}
}
}
#[inline]
pub(crate) fn f64x4_to_f16x4(f: &[f64; 4]) -> [u16; 4] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f64x4_to_f16x4_x86_f16c(f) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f64x4_to_f16x4_fp16(f) }
} else {
f64x4_to_f16x4_fallback(f)
}
}
}
#[inline]
pub(crate) fn f16x4_to_f64x4(i: &[u16; 4]) -> [f64; 4] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f16x4_to_f64x4_x86_f16c(i) }
} else if aarch64_feature("fp16") {
unsafe { aarch64::f16x4_to_f64x4_fp16(i) }
} else {
f16x4_to_f64x4_fallback(i)
}
}
}
#[inline]
pub(crate) fn f32x8_to_f16x8(f: &[f32; 8]) -> [u16; 8] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f32x8_to_f16x8_x86_f16c(f) }
} else if aarch64_feature("fp16") {
{
let mut result = [0u16; 8];
convert_chunked_slice_4(f.as_slice(), result.as_mut_slice(),
aarch64::f32x4_to_f16x4_fp16);
result
}
} else {
f32x8_to_f16x8_fallback(f)
}
}
}
#[inline]
pub(crate) fn f16x8_to_f32x8(i: &[u16; 8]) -> [f32; 8] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f16x8_to_f32x8_x86_f16c(i) }
} else if aarch64_feature("fp16") {
{
let mut result = [0f32; 8];
convert_chunked_slice_4(i.as_slice(), result.as_mut_slice(),
aarch64::f16x4_to_f32x4_fp16);
result
}
} else {
f16x8_to_f32x8_fallback(i)
}
}
}
#[inline]
pub(crate) fn f64x8_to_f16x8(f: &[f64; 8]) -> [u16; 8] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f64x8_to_f16x8_x86_f16c(f) }
} else if aarch64_feature("fp16") {
{
let mut result = [0u16; 8];
convert_chunked_slice_4(f.as_slice(), result.as_mut_slice(),
aarch64::f64x4_to_f16x4_fp16);
result
}
} else {
f64x8_to_f16x8_fallback(f)
}
}
}
#[inline]
pub(crate) fn f16x8_to_f64x8(i: &[u16; 8]) -> [f64; 8] {
convert_fn! {
if x86_feature("f16c") {
unsafe { x86::f16x8_to_f64x8_x86_f16c(i) }
} else if aarch64_feature("fp16") {
{
let mut result = [0f64; 8];
convert_chunked_slice_4(i.as_slice(), result.as_mut_slice(),
aarch64::f16x4_to_f64x4_fp16);
result
}
} else {
f16x8_to_f64x8_fallback(i)
}
}
}
#[inline]
pub(crate) fn f32_to_f16_slice(src: &[f32], dst: &mut [u16]) {
convert_fn! {
if x86_feature("f16c") {
convert_chunked_slice_8(src, dst, x86::f32x8_to_f16x8_x86_f16c,
x86::f32x4_to_f16x4_x86_f16c)
} else if aarch64_feature("fp16") {
convert_chunked_slice_4(src, dst, aarch64::f32x4_to_f16x4_fp16)
} else {
slice_fallback(src, dst, f32_to_f16_fallback)
}
}
}
#[inline]
pub(crate) fn f16_to_f32_slice(src: &[u16], dst: &mut [f32]) {
convert_fn! {
if x86_feature("f16c") {
convert_chunked_slice_8(src, dst, x86::f16x8_to_f32x8_x86_f16c,
x86::f16x4_to_f32x4_x86_f16c)
} else if aarch64_feature("fp16") {
convert_chunked_slice_4(src, dst, aarch64::f16x4_to_f32x4_fp16)
} else {
slice_fallback(src, dst, f16_to_f32_fallback)
}
}
}
#[inline]
pub(crate) fn f64_to_f16_slice(src: &[f64], dst: &mut [u16]) {
convert_fn! {
if x86_feature("f16c") {
convert_chunked_slice_8(src, dst, x86::f64x8_to_f16x8_x86_f16c,
x86::f64x4_to_f16x4_x86_f16c)
} else if aarch64_feature("fp16") {
convert_chunked_slice_4(src, dst, aarch64::f64x4_to_f16x4_fp16)
} else {
slice_fallback(src, dst, f64_to_f16_fallback)
}
}
}
#[inline]
pub(crate) fn f16_to_f64_slice(src: &[u16], dst: &mut [f64]) {
convert_fn! {
if x86_feature("f16c") {
convert_chunked_slice_8(src, dst, x86::f16x8_to_f64x8_x86_f16c,
x86::f16x4_to_f64x4_x86_f16c)
} else if aarch64_feature("fp16") {
convert_chunked_slice_4(src, dst, aarch64::f16x4_to_f64x4_fp16)
} else {
slice_fallback(src, dst, f16_to_f64_fallback)
}
}
}
macro_rules! math_fn {
(if aarch64_feature("fp16") { $aarch64:expr }
else { $fallback:expr }) => {
cfg_if::cfg_if! {
if #[cfg(all(
target_arch = "aarch64",
target_feature = "fp16"
))] {
$aarch64
}
else if #[cfg(all(
feature = "std",
target_arch = "aarch64",
not(target_feature = "fp16")
))] {
use std::arch::is_aarch64_feature_detected;
if is_aarch64_feature_detected!("fp16") {
$aarch64
} else {
$fallback
}
}
else {
$fallback
}
}
};
}
#[inline]
pub(crate) fn add_f16(a: u16, b: u16) -> u16 {
math_fn! {
if aarch64_feature("fp16") {
unsafe { aarch64::add_f16_fp16(a, b) }
} else {
add_f16_fallback(a, b)
}
}
}
#[inline]
pub(crate) fn subtract_f16(a: u16, b: u16) -> u16 {
math_fn! {
if aarch64_feature("fp16") {
unsafe { aarch64::subtract_f16_fp16(a, b) }
} else {
subtract_f16_fallback(a, b)
}
}
}
#[inline]
pub(crate) fn multiply_f16(a: u16, b: u16) -> u16 {
math_fn! {
if aarch64_feature("fp16") {
unsafe { aarch64::multiply_f16_fp16(a, b) }
} else {
multiply_f16_fallback(a, b)
}
}
}
#[inline]
pub(crate) fn divide_f16(a: u16, b: u16) -> u16 {
math_fn! {
if aarch64_feature("fp16") {
unsafe { aarch64::divide_f16_fp16(a, b) }
} else {
divide_f16_fallback(a, b)
}
}
}
#[inline]
pub(crate) fn remainder_f16(a: u16, b: u16) -> u16 {
remainder_f16_fallback(a, b)
}
#[inline]
pub(crate) fn product_f16<I: Iterator<Item = u16>>(iter: I) -> u16 {
math_fn! {
if aarch64_feature("fp16") {
iter.fold(0, |acc, x| unsafe { aarch64::multiply_f16_fp16(acc, x) })
} else {
product_f16_fallback(iter)
}
}
}
#[inline]
pub(crate) fn sum_f16<I: Iterator<Item = u16>>(iter: I) -> u16 {
math_fn! {
if aarch64_feature("fp16") {
iter.fold(0, |acc, x| unsafe { aarch64::add_f16_fp16(acc, x) })
} else {
sum_f16_fallback(iter)
}
}
}
#[inline]
fn convert_chunked_slice_8<S: Copy + Default, D: Copy>(
src: &[S],
dst: &mut [D],
fn8: unsafe fn(&[S; 8]) -> [D; 8],
fn4: unsafe fn(&[S; 4]) -> [D; 4],
) {
assert_eq!(src.len(), dst.len());
let src_chunks = src.chunks_exact(8);
let mut dst_chunks = dst.chunks_exact_mut(8);
let src_remainder = src_chunks.remainder();
for (s, d) in src_chunks.zip(&mut dst_chunks) {
let chunk: &[S; 8] = s.try_into().unwrap();
d.copy_from_slice(unsafe { &fn8(chunk) });
}
if src_remainder.len() > 4 {
let mut buf: [S; 8] = Default::default();
buf[..src_remainder.len()].copy_from_slice(src_remainder);
let vec = unsafe { fn8(&buf) };
let dst_remainder = dst_chunks.into_remainder();
dst_remainder.copy_from_slice(&vec[..dst_remainder.len()]);
} else if !src_remainder.is_empty() {
let mut buf: [S; 4] = Default::default();
buf[..src_remainder.len()].copy_from_slice(src_remainder);
let vec = unsafe { fn4(&buf) };
let dst_remainder = dst_chunks.into_remainder();
dst_remainder.copy_from_slice(&vec[..dst_remainder.len()]);
}
}
#[inline]
fn convert_chunked_slice_4<S: Copy + Default, D: Copy>(
src: &[S],
dst: &mut [D],
f: unsafe fn(&[S; 4]) -> [D; 4],
) {
assert_eq!(src.len(), dst.len());
let src_chunks = src.chunks_exact(4);
let mut dst_chunks = dst.chunks_exact_mut(4);
let src_remainder = src_chunks.remainder();
for (s, d) in src_chunks.zip(&mut dst_chunks) {
let chunk: &[S; 4] = s.try_into().unwrap();
d.copy_from_slice(unsafe { &f(chunk) });
}
if !src_remainder.is_empty() {
let mut buf: [S; 4] = Default::default();
buf[..src_remainder.len()].copy_from_slice(src_remainder);
let vec = unsafe { f(&buf) };
let dst_remainder = dst_chunks.into_remainder();
dst_remainder.copy_from_slice(&vec[..dst_remainder.len()]);
}
}
#[inline]
pub(crate) const fn f32_to_f16_fallback(value: f32) -> u16 {
let x: u32 = unsafe { mem::transmute::<f32, u32>(value) };
let sign = x & 0x8000_0000u32;
let exp = x & 0x7F80_0000u32;
let man = x & 0x007F_FFFFu32;
if exp == 0x7F80_0000u32 {
let nan_bit = if man == 0 { 0 } else { 0x0200u32 };
return ((sign >> 16) | 0x7C00u32 | nan_bit | (man >> 13)) as u16;
}
let half_sign = sign >> 16;
let unbiased_exp = ((exp >> 23) as i32) - 127;
let half_exp = unbiased_exp + 15;
if half_exp >= 0x1F {
return (half_sign | 0x7C00u32) as u16;
}
if half_exp <= 0 {
if 14 - half_exp > 24 {
return half_sign as u16;
}
let man = man | 0x0080_0000u32;
let mut half_man = man >> (14 - half_exp);
let round_bit = 1 << (13 - half_exp);
if (man & round_bit) != 0 && (man & (3 * round_bit - 1)) != 0 {
half_man += 1;
}
return (half_sign | half_man) as u16;
}
let half_exp = (half_exp as u32) << 10;
let half_man = man >> 13;
let round_bit = 0x0000_1000u32;
if (man & round_bit) != 0 && (man & (3 * round_bit - 1)) != 0 {
((half_sign | half_exp | half_man) + 1) as u16
} else {
(half_sign | half_exp | half_man) as u16
}
}
#[inline]
pub(crate) const fn f64_to_f16_fallback(value: f64) -> u16 {
let val: u64 = unsafe { mem::transmute::<f64, u64>(value) };
let x = (val >> 32) as u32;
let sign = x & 0x8000_0000u32;
let exp = x & 0x7FF0_0000u32;
let man = x & 0x000F_FFFFu32;
if exp == 0x7FF0_0000u32 {
let nan_bit = if man == 0 && (val as u32 == 0) {
0
} else {
0x0200u32
};
return ((sign >> 16) | 0x7C00u32 | nan_bit | (man >> 10)) as u16;
}
let half_sign = sign >> 16;
let unbiased_exp = ((exp >> 20) as i64) - 1023;
let half_exp = unbiased_exp + 15;
if half_exp >= 0x1F {
return (half_sign | 0x7C00u32) as u16;
}
if half_exp <= 0 {
if 10 - half_exp > 21 {
return half_sign as u16;
}
let man = man | 0x0010_0000u32;
let mut half_man = man >> (11 - half_exp);
let round_bit = 1 << (10 - half_exp);
if (man & round_bit) != 0 && (man & (3 * round_bit - 1)) != 0 {
half_man += 1;
}
return (half_sign | half_man) as u16;
}
let half_exp = (half_exp as u32) << 10;
let half_man = man >> 10;
let round_bit = 0x0000_0200u32;
if (man & round_bit) != 0 && (man & (3 * round_bit - 1)) != 0 {
((half_sign | half_exp | half_man) + 1) as u16
} else {
(half_sign | half_exp | half_man) as u16
}
}
#[inline]
pub(crate) const fn f16_to_f32_fallback(i: u16) -> f32 {
if i & 0x7FFFu16 == 0 {
return unsafe { mem::transmute::<u32, f32>((i as u32) << 16) };
}
let half_sign = (i & 0x8000u16) as u32;
let half_exp = (i & 0x7C00u16) as u32;
let half_man = (i & 0x03FFu16) as u32;
if half_exp == 0x7C00u32 {
if half_man == 0 {
return unsafe { mem::transmute::<u32, f32>((half_sign << 16) | 0x7F80_0000u32) };
} else {
return unsafe {
mem::transmute::<u32, f32>((half_sign << 16) | 0x7FC0_0000u32 | (half_man << 13))
};
}
}
let sign = half_sign << 16;
let unbiased_exp = ((half_exp as i32) >> 10) - 15;
if half_exp == 0 {
let e = leading_zeros_u16(half_man as u16) - 6;
let exp = (127 - 15 - e) << 23;
let man = (half_man << (14 + e)) & 0x7F_FF_FFu32;
return unsafe { mem::transmute::<u32, f32>(sign | exp | man) };
}
let exp = ((unbiased_exp + 127) as u32) << 23;
let man = (half_man & 0x03FFu32) << 13;
unsafe { mem::transmute::<u32, f32>(sign | exp | man) }
}
#[inline]
pub(crate) const fn f16_to_f64_fallback(i: u16) -> f64 {
if i & 0x7FFFu16 == 0 {
return unsafe { mem::transmute::<u64, f64>((i as u64) << 48) };
}
let half_sign = (i & 0x8000u16) as u64;
let half_exp = (i & 0x7C00u16) as u64;
let half_man = (i & 0x03FFu16) as u64;
if half_exp == 0x7C00u64 {
if half_man == 0 {
return unsafe {
mem::transmute::<u64, f64>((half_sign << 48) | 0x7FF0_0000_0000_0000u64)
};
} else {
return unsafe {
mem::transmute::<u64, f64>(
(half_sign << 48) | 0x7FF8_0000_0000_0000u64 | (half_man << 42),
)
};
}
}
let sign = half_sign << 48;
let unbiased_exp = ((half_exp as i64) >> 10) - 15;
if half_exp == 0 {
let e = leading_zeros_u16(half_man as u16) - 6;
let exp = ((1023 - 15 - e) as u64) << 52;
let man = (half_man << (43 + e)) & 0xF_FFFF_FFFF_FFFFu64;
return unsafe { mem::transmute::<u64, f64>(sign | exp | man) };
}
let exp = ((unbiased_exp + 1023) as u64) << 52;
let man = (half_man & 0x03FFu64) << 42;
unsafe { mem::transmute::<u64, f64>(sign | exp | man) }
}
#[inline]
fn f16x4_to_f32x4_fallback(v: &[u16; 4]) -> [f32; 4] {
[
f16_to_f32_fallback(v[0]),
f16_to_f32_fallback(v[1]),
f16_to_f32_fallback(v[2]),
f16_to_f32_fallback(v[3]),
]
}
#[inline]
fn f32x4_to_f16x4_fallback(v: &[f32; 4]) -> [u16; 4] {
[
f32_to_f16_fallback(v[0]),
f32_to_f16_fallback(v[1]),
f32_to_f16_fallback(v[2]),
f32_to_f16_fallback(v[3]),
]
}
#[inline]
fn f16x4_to_f64x4_fallback(v: &[u16; 4]) -> [f64; 4] {
[
f16_to_f64_fallback(v[0]),
f16_to_f64_fallback(v[1]),
f16_to_f64_fallback(v[2]),
f16_to_f64_fallback(v[3]),
]
}
#[inline]
fn f64x4_to_f16x4_fallback(v: &[f64; 4]) -> [u16; 4] {
[
f64_to_f16_fallback(v[0]),
f64_to_f16_fallback(v[1]),
f64_to_f16_fallback(v[2]),
f64_to_f16_fallback(v[3]),
]
}
#[inline]
fn f16x8_to_f32x8_fallback(v: &[u16; 8]) -> [f32; 8] {
[
f16_to_f32_fallback(v[0]),
f16_to_f32_fallback(v[1]),
f16_to_f32_fallback(v[2]),
f16_to_f32_fallback(v[3]),
f16_to_f32_fallback(v[4]),
f16_to_f32_fallback(v[5]),
f16_to_f32_fallback(v[6]),
f16_to_f32_fallback(v[7]),
]
}
#[inline]
fn f32x8_to_f16x8_fallback(v: &[f32; 8]) -> [u16; 8] {
[
f32_to_f16_fallback(v[0]),
f32_to_f16_fallback(v[1]),
f32_to_f16_fallback(v[2]),
f32_to_f16_fallback(v[3]),
f32_to_f16_fallback(v[4]),
f32_to_f16_fallback(v[5]),
f32_to_f16_fallback(v[6]),
f32_to_f16_fallback(v[7]),
]
}
#[inline]
fn f16x8_to_f64x8_fallback(v: &[u16; 8]) -> [f64; 8] {
[
f16_to_f64_fallback(v[0]),
f16_to_f64_fallback(v[1]),
f16_to_f64_fallback(v[2]),
f16_to_f64_fallback(v[3]),
f16_to_f64_fallback(v[4]),
f16_to_f64_fallback(v[5]),
f16_to_f64_fallback(v[6]),
f16_to_f64_fallback(v[7]),
]
}
#[inline]
fn f64x8_to_f16x8_fallback(v: &[f64; 8]) -> [u16; 8] {
[
f64_to_f16_fallback(v[0]),
f64_to_f16_fallback(v[1]),
f64_to_f16_fallback(v[2]),
f64_to_f16_fallback(v[3]),
f64_to_f16_fallback(v[4]),
f64_to_f16_fallback(v[5]),
f64_to_f16_fallback(v[6]),
f64_to_f16_fallback(v[7]),
]
}
#[inline]
fn slice_fallback<S: Copy, D>(src: &[S], dst: &mut [D], f: fn(S) -> D) {
assert_eq!(src.len(), dst.len());
for (s, d) in src.iter().copied().zip(dst.iter_mut()) {
*d = f(s);
}
}
#[inline]
fn add_f16_fallback(a: u16, b: u16) -> u16 {
f32_to_f16(f16_to_f32(a) + f16_to_f32(b))
}
#[inline]
fn subtract_f16_fallback(a: u16, b: u16) -> u16 {
f32_to_f16(f16_to_f32(a) - f16_to_f32(b))
}
#[inline]
fn multiply_f16_fallback(a: u16, b: u16) -> u16 {
f32_to_f16(f16_to_f32(a) * f16_to_f32(b))
}
#[inline]
fn divide_f16_fallback(a: u16, b: u16) -> u16 {
f32_to_f16(f16_to_f32(a) / f16_to_f32(b))
}
#[inline]
fn remainder_f16_fallback(a: u16, b: u16) -> u16 {
f32_to_f16(f16_to_f32(a) % f16_to_f32(b))
}
#[inline]
fn product_f16_fallback<I: Iterator<Item = u16>>(iter: I) -> u16 {
f32_to_f16(iter.map(f16_to_f32).product())
}
#[inline]
fn sum_f16_fallback<I: Iterator<Item = u16>>(iter: I) -> u16 {
f32_to_f16(iter.map(f16_to_f32).sum())
}