use crate::error::{CpuFeature, MissingCpuFeature};
use crate::sinc::make_sincs;
use crate::sinc_interpolator::{AlignedBuf, SincInterpolator};
use crate::windows::WindowFunction;
use crate::Sample;
use core::arch::x86_64::{
__m256, __m256d, _mm256_castpd256_pd128, _mm256_castps256_ps128, _mm256_extractf128_pd,
_mm256_extractf128_ps,
};
use core::arch::x86_64::{
_mm256_add_pd, _mm256_fmadd_pd, _mm256_loadu_pd, _mm256_set1_pd, _mm256_setzero_pd,
_mm256_storeu_pd, _mm_add_pd, _mm_hadd_pd, _mm_store_sd,
};
use core::arch::x86_64::{
_mm256_add_ps, _mm256_fmadd_ps, _mm256_loadu_ps, _mm256_set1_ps, _mm256_setzero_ps,
_mm256_storeu_ps, _mm_add_ps, _mm_hadd_ps, _mm_store_ss,
};
use core::arch::x86_64::{_mm_prefetch, _MM_HINT_T0};
static FEATURES: &[CpuFeature] = &[CpuFeature::Avx, CpuFeature::Fma];
#[target_feature(enable = "avx", enable = "fma")]
unsafe fn dot_avx_f32_dyn(wave: &[f32], index: usize, sinc: &[f32], length: usize) -> f32 {
let wave_cut = &wave[index..(index + length)];
let mut acc0 = _mm256_setzero_ps();
let mut acc1 = _mm256_setzero_ps();
let mut acc2 = _mm256_setzero_ps();
let mut acc3 = _mm256_setzero_ps();
let mut idx = 0;
for _ in 0..length / 32 {
acc0 = _mm256_fmadd_ps(_mm256_loadu_ps(wave_cut.get_unchecked(idx)), _mm256_loadu_ps(sinc.get_unchecked(idx)), acc0);
acc1 = _mm256_fmadd_ps(_mm256_loadu_ps(wave_cut.get_unchecked(idx + 8)), _mm256_loadu_ps(sinc.get_unchecked(idx + 8)), acc1);
acc2 = _mm256_fmadd_ps(_mm256_loadu_ps(wave_cut.get_unchecked(idx + 16)), _mm256_loadu_ps(sinc.get_unchecked(idx + 16)), acc2);
acc3 = _mm256_fmadd_ps(_mm256_loadu_ps(wave_cut.get_unchecked(idx + 24)), _mm256_loadu_ps(sinc.get_unchecked(idx + 24)), acc3);
idx += 32;
}
for _ in 0..(length % 32) / 8 {
acc0 = _mm256_fmadd_ps(_mm256_loadu_ps(wave_cut.get_unchecked(idx)), _mm256_loadu_ps(sinc.get_unchecked(idx)), acc0);
idx += 8;
}
let acc = _mm256_add_ps(_mm256_add_ps(acc0, acc1), _mm256_add_ps(acc2, acc3));
let acc_high = _mm256_extractf128_ps(acc, 1);
let acc_low = _mm_add_ps(acc_high, _mm256_castps256_ps128(acc));
let temp2 = _mm_hadd_ps(acc_low, acc_low);
let temp1 = _mm_hadd_ps(temp2, temp2);
let mut result = 0.0f32;
_mm_store_ss(&mut result, temp1);
result
}
#[target_feature(enable = "avx", enable = "fma")]
unsafe fn dot_avx_f64_dyn(wave: &[f64], index: usize, sinc: &[f64], length: usize) -> f64 {
let wave_cut = &wave[index..(index + length)];
let mut acc0 = _mm256_setzero_pd();
let mut acc1 = _mm256_setzero_pd();
let mut acc2 = _mm256_setzero_pd();
let mut acc3 = _mm256_setzero_pd();
let mut idx = 0;
for _ in 0..length / 16 {
acc0 = _mm256_fmadd_pd(_mm256_loadu_pd(wave_cut.get_unchecked(idx)), _mm256_loadu_pd(sinc.get_unchecked(idx)), acc0);
acc1 = _mm256_fmadd_pd(_mm256_loadu_pd(wave_cut.get_unchecked(idx + 4)), _mm256_loadu_pd(sinc.get_unchecked(idx + 4)), acc1);
acc2 = _mm256_fmadd_pd(_mm256_loadu_pd(wave_cut.get_unchecked(idx + 8)), _mm256_loadu_pd(sinc.get_unchecked(idx + 8)), acc2);
acc3 = _mm256_fmadd_pd(_mm256_loadu_pd(wave_cut.get_unchecked(idx + 12)), _mm256_loadu_pd(sinc.get_unchecked(idx + 12)), acc3);
idx += 16;
}
for _ in 0..(length % 16) / 4 {
acc0 = _mm256_fmadd_pd(_mm256_loadu_pd(wave_cut.get_unchecked(idx)), _mm256_loadu_pd(sinc.get_unchecked(idx)), acc0);
idx += 4;
}
let acc = _mm256_add_pd(_mm256_add_pd(acc0, acc1), _mm256_add_pd(acc2, acc3));
let acc_high = _mm256_extractf128_pd(acc, 1);
let temp2 = _mm_add_pd(acc_high, _mm256_castpd256_pd128(acc));
let temp1 = _mm_hadd_pd(temp2, temp2);
let mut result = 0.0f64;
_mm_store_sd(&mut result, temp1);
result
}
pub trait AvxSample: Sized + Send {
unsafe fn get_sinc_dot_product_unsafe(
wave: &[Self],
index: usize,
sinc: &[Self],
length: usize,
) -> Self;
unsafe fn accumulate_scaled_unsafe(out: &mut [Self], scale: Self, input: &[Self], length: usize);
}
impl AvxSample for f32 {
#[target_feature(enable = "avx", enable = "fma")]
unsafe fn accumulate_scaled_unsafe(out: &mut [f32], scale: f32, input: &[f32], length: usize) {
let scale_vec = _mm256_set1_ps(scale);
let mut idx = 0;
for _ in 0..length / 8 {
let x = _mm256_loadu_ps(input.get_unchecked(idx));
let y = _mm256_loadu_ps(out.get_unchecked(idx));
_mm256_storeu_ps(
out.get_unchecked_mut(idx) as *mut f32,
_mm256_fmadd_ps(scale_vec, x, y),
);
idx += 8;
}
}
#[target_feature(enable = "avx", enable = "fma")]
unsafe fn get_sinc_dot_product_unsafe(
wave: &[f32],
index: usize,
sinc: &[f32],
length: usize,
) -> f32 {
dot_avx_f32_dyn(wave, index, sinc, length)
}
}
impl AvxSample for f64 {
#[target_feature(enable = "avx", enable = "fma")]
unsafe fn accumulate_scaled_unsafe(out: &mut [f64], scale: f64, input: &[f64], length: usize) {
let scale_vec = _mm256_set1_pd(scale);
let mut idx = 0;
for _ in 0..length / 4 {
let x = _mm256_loadu_pd(input.get_unchecked(idx));
let y = _mm256_loadu_pd(out.get_unchecked(idx));
_mm256_storeu_pd(
out.get_unchecked_mut(idx) as *mut f64,
_mm256_fmadd_pd(scale_vec, x, y),
);
idx += 4;
}
}
#[target_feature(enable = "avx", enable = "fma")]
unsafe fn get_sinc_dot_product_unsafe(
wave: &[f64],
index: usize,
sinc: &[f64],
length: usize,
) -> f64 {
dot_avx_f64_dyn(wave, index, sinc, length)
}
}
#[cfg_attr(feature = "bench_asyncro", visibility::make(pub))]
pub(crate) struct AvxInterpolator<T>
where
T: AvxSample,
{
sincs: Vec<AlignedBuf<T>>,
length: usize,
nbr_sincs: usize,
}
impl<T> SincInterpolator<T> for AvxInterpolator<T>
where
T: AvxSample,
{
#[inline]
fn get_sinc_dot_product(&self, wave: &[T], index: usize, sinc: &[T]) -> T {
unsafe { T::get_sinc_dot_product_unsafe(wave, index, sinc, self.length) }
}
#[inline]
fn get_sincs(&self) -> &[AlignedBuf<T>] {
&self.sincs
}
#[inline]
fn nbr_points(&self) -> usize {
self.length
}
#[inline]
fn nbr_sincs(&self) -> usize {
self.nbr_sincs
}
#[inline]
fn prefetch_sinc(&self, subindex: usize) {
if subindex < self.nbr_sincs {
unsafe {
let row = self.sincs.get_unchecked(subindex);
_mm_prefetch::<_MM_HINT_T0>(row.as_ptr() as *const i8);
}
}
}
fn make_combined_sinc(
&self,
nearest: &[(isize, isize)],
weights: &[T],
combined: &mut [T],
) -> isize
where
T: crate::Sample,
{
debug_assert_eq!(
combined.len(),
self.length + 1,
"combined must be nbr_points()+1: the extra element holds any spillover \
from nearest points at the higher integer index"
);
let min_idx = nearest.iter().map(|n| n.0).min().unwrap();
unsafe {
std::ptr::write_bytes(combined.as_mut_ptr(), 0, combined.len());
}
for (n, &w) in nearest.iter().zip(weights.iter()) {
let shift = (n.0 - min_idx) as usize;
unsafe {
<T as AvxSample>::accumulate_scaled_unsafe(
&mut combined[shift..shift + self.length],
w,
&self.sincs[n.1 as usize],
self.length,
);
}
}
min_idx
}
}
impl<T> AvxInterpolator<T>
where
T: AvxSample + Sample,
{
pub fn new(
sinc_len: usize,
oversampling_factor: usize,
f_cutoff: f32,
window: WindowFunction,
) -> Result<Self, MissingCpuFeature> {
if let Some(feature) = FEATURES.iter().find(|f| !f.is_detected()) {
return Err(MissingCpuFeature(*feature));
}
assert!(sinc_len % 8 == 0, "Sinc length must be a multiple of 8.");
let raw_sincs: Vec<Vec<T>> = make_sincs(sinc_len, oversampling_factor, f_cutoff, window);
let sincs = raw_sincs
.into_iter()
.map(|row| AlignedBuf::from_slice(&row))
.collect();
Ok(Self {
sincs,
length: sinc_len,
nbr_sincs: oversampling_factor,
})
}
}
#[allow(dead_code)]
const _: () = {
let _ = core::mem::size_of::<__m256>();
let _ = core::mem::size_of::<__m256d>();
};
#[cfg(test)]
mod tests {
use crate::sinc::make_sincs;
use crate::sinc_interpolator::sinc_interpolator_avx::AvxInterpolator;
use crate::sinc_interpolator::SincInterpolator;
use crate::WindowFunction;
use num_traits::Float;
use test_log::test;
fn get_sinc_interpolated<T: Float>(wave: &[T], index: usize, sinc: &[T]) -> T {
let wave_cut = &wave[index..(index + sinc.len())];
wave_cut
.iter()
.zip(sinc.iter())
.fold(T::zero(), |acc, (x, y)| acc + *x * *y)
}
#[test]
fn test_avx_interpolator_64() {
let mut wave = Vec::new();
for _ in 0..2048 {
wave.push(rand::random::<f64>());
}
let sinc_len = 256;
let f_cutoff = 0.94733715;
let oversampling_factor = 256;
let window = WindowFunction::BlackmanHarris2;
let sincs = make_sincs::<f64>(sinc_len, oversampling_factor, f_cutoff, window);
let interpolator =
match AvxInterpolator::<f64>::new(sinc_len, oversampling_factor, f_cutoff, window) {
Ok(interpolator) => interpolator,
Err(..) => {
assert!(!(is_x86_feature_detected!("avx") && is_x86_feature_detected!("fma")));
return;
}
};
let value = interpolator.get_sinc_interpolated(&wave, 333, 123);
let check = get_sinc_interpolated(&wave, 333, &sincs[123]);
assert!((value - check).abs() < 1.0e-9);
}
#[test]
fn test_avx_interpolator_32() {
let mut wave = Vec::new();
for _ in 0..2048 {
wave.push(rand::random::<f32>());
}
let sinc_len = 256;
let f_cutoff = 0.94733715;
let oversampling_factor = 256;
let window = WindowFunction::BlackmanHarris2;
let sincs = make_sincs::<f32>(sinc_len, oversampling_factor, f_cutoff, window);
let interpolator =
match AvxInterpolator::<f32>::new(sinc_len, oversampling_factor, f_cutoff, window) {
Ok(interpolator) => interpolator,
Err(..) => {
assert!(!(is_x86_feature_detected!("avx") && is_x86_feature_detected!("fma")));
return;
}
};
let value = interpolator.get_sinc_interpolated(&wave, 333, 123);
let check = get_sinc_interpolated(&wave, 333, &sincs[123]);
assert!((value - check).abs() < 1.0e-6);
}
}