Merge portable-simd#203 - deantvv/add-spectral-norm
Add spectral_norm example from packed_simd
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77
crates/core_simd/examples/spectral_norm.rs
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77
crates/core_simd/examples/spectral_norm.rs
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#![feature(portable_simd)]
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use core_simd::simd::*;
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fn a(i: usize, j: usize) -> f64 {
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((i + j) * (i + j + 1) / 2 + i + 1) as f64
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}
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fn mult_av(v: &[f64], out: &mut [f64]) {
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assert!(v.len() == out.len());
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assert!(v.len() % 2 == 0);
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for (i, out) in out.iter_mut().enumerate() {
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let mut sum = f64x2::splat(0.0);
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let mut j = 0;
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while j < v.len() {
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let b = f64x2::from_slice(&v[j..]);
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let a = f64x2::from_array([a(i, j), a(i, j + 1)]);
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sum += b / a;
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j += 2
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}
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*out = sum.horizontal_sum();
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}
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}
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fn mult_atv(v: &[f64], out: &mut [f64]) {
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assert!(v.len() == out.len());
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assert!(v.len() % 2 == 0);
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for (i, out) in out.iter_mut().enumerate() {
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let mut sum = f64x2::splat(0.0);
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let mut j = 0;
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while j < v.len() {
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let b = f64x2::from_slice(&v[j..]);
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let a = f64x2::from_array([a(j, i), a(j + 1, i)]);
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sum += b / a;
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j += 2
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}
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*out = sum.horizontal_sum();
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}
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}
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fn mult_atav(v: &[f64], out: &mut [f64], tmp: &mut [f64]) {
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mult_av(v, tmp);
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mult_atv(tmp, out);
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}
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pub fn spectral_norm(n: usize) -> f64 {
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assert!(n % 2 == 0, "only even lengths are accepted");
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let mut u = vec![1.0; n];
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let mut v = u.clone();
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let mut tmp = u.clone();
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for _ in 0..10 {
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mult_atav(&u, &mut v, &mut tmp);
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mult_atav(&v, &mut u, &mut tmp);
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}
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(dot(&u, &v) / dot(&v, &v)).sqrt()
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}
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fn dot(x: &[f64], y: &[f64]) -> f64 {
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// This is auto-vectorized:
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x.iter().zip(y).map(|(&x, &y)| x * y).sum()
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}
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#[cfg(test)]
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#[test]
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fn test() {
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assert_eq!(&format!("{:.9}", spectral_norm(100)), "1.274219991");
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}
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fn main() {
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// Empty main to make cargo happy
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}
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