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simd_hamming_impls.rs
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use crate::MetricPoint;
use core::{
cmp::Ordering,
fmt::{Debug, Error, Formatter},
hash::{Hash, Hasher},
ops::{Deref, DerefMut},
};
#[cfg(feature = "serde")]
use serde::{
de::{self, SeqAccess, Visitor},
Deserialize, Deserializer, Serialize, Serializer,
};
macro_rules! simd_impl {
($name:ident, $bytes:expr, $metric:ty) => {
#[repr(align($bytes))]
#[derive(Copy, Clone)]
pub struct $name(pub [u8; $bytes]);
/// This implementation computes the distance in [hamming space](https://en.wikipedia.org/wiki/Hamming_space)
/// using each bit as its own separate dimension.
impl MetricPoint for $name {
type Metric = $metric;
#[inline]
fn distance(&self, other: &Self) -> Self::Metric {
// I benchmarked this with many different configurations
// and determined that it was fastest this way.
// It was tried with u128, u128x1, u128x2, u128x4, u32x16, u16x32,
// u64x8, u32x4, and some others. For some reason summing the
// popcounts from u128x1 in packed_simd_2 gave the best result.
let simd_left_base = self as *const _ as *const packed_simd_2::u128x1;
let simd_right_base = other as *const _ as *const packed_simd_2::u128x1;
(0..$bytes / 16)
.map(|i| {
let left = unsafe { *simd_left_base.offset(i) };
let right = unsafe { *simd_right_base.offset(i) };
(left ^ right).count_ones().wrapping_sum() as $metric
})
.sum()
}
}
impl Deref for $name {
type Target = [u8; $bytes];
fn deref(&self) -> &Self::Target {
&self.0
}
}
impl DerefMut for $name {
fn deref_mut(&mut self) -> &mut Self::Target {
&mut self.0
}
}
impl Debug for $name {
fn fmt(&self, f: &mut Formatter) -> Result<(), Error> {
self.0.fmt(f)
}
}
impl PartialEq for $name {
fn eq(&self, other: &Self) -> bool {
self.0 == other.0
}
}
impl Eq for $name {}
impl Hash for $name {
fn hash<H>(&self, state: &mut H)
where
H: Hasher,
{
self.0.hash(state)
}
}
impl PartialOrd for $name {
fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
self.0.partial_cmp(&other.0)
}
fn lt(&self, other: &Self) -> bool {
self.0.lt(&other.0)
}
fn le(&self, other: &Self) -> bool {
self.0.le(&other.0)
}
fn gt(&self, other: &Self) -> bool {
self.0.gt(&other.0)
}
fn ge(&self, other: &Self) -> bool {
self.0.ge(&other.0)
}
}
impl Ord for $name {
fn cmp(&self, other: &Self) -> Ordering {
self.0[..].cmp(&other.0[..])
}
fn max(self, other: Self) -> Self {
Self(self.0.max(other.0))
}
fn min(self, other: Self) -> Self {
Self(self.0.min(other.0))
}
fn clamp(self, min: Self, max: Self) -> Self {
Self(self.0.clamp(min.0, max.0))
}
}
impl From<$name> for [u8; $bytes] {
fn from(a: $name) -> [u8; $bytes] {
a.0
}
}
impl From<[u8; $bytes]> for $name {
fn from(a: [u8; $bytes]) -> Self {
Self(a)
}
}
#[cfg(feature = "serde")]
impl Serialize for $name {
fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where
S: Serializer,
{
let a: [u8; $bytes] = self.clone().into();
a.serialize(serializer)
}
}
#[cfg(feature = "serde")]
impl<'de> Deserialize<'de> for $name {
fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where
D: Deserializer<'de>,
{
struct SimdVisitor($name, usize);
impl<'de> Visitor<'de> for SimdVisitor {
type Value = $name;
fn expecting(&self, formatter: &mut Formatter) -> Result<(), Error> {
formatter.write_str("a sequence of $bytes bytes")
}
fn visit_seq<S>(mut self, mut seq: S) -> Result<$name, S::Error>
where
S: SeqAccess<'de>,
{
// Continuously fill the array with more values.
while let Some(value) = seq.next_element()? {
if self.1 == $bytes {
return Err(de::Error::custom(
"cannot have more than $bytes bytes in sequence",
));
}
(self.0).0[self.1] = value;
self.1 += 1;
}
if self.1 != $bytes {
Err(de::Error::custom(
"must have exactly $bytes bytes in sequence",
))
} else {
Ok(self.0)
}
}
}
// Create the visitor and ask the deserializer to drive it. The
// deserializer will call visitor.visit_seq() if a seq is present in
// the input data.
let visitor = SimdVisitor(Self([0; $bytes]), 0);
deserializer.deserialize_seq(visitor)
}
}
};
}
simd_impl!(Bits128, 16, u8);
simd_impl!(Bits256, 32, u16);
simd_impl!(Bits512, 64, u16);
simd_impl!(Bits1024, 128, u16);
simd_impl!(Bits2048, 256, u16);
simd_impl!(Bits4096, 512, u16);