Created
August 5, 2023 22:08
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simd test with rust, trying to see if I get any performance from std::simd (no luck so far on Macbook pro M2)
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#![feature(portable_simd)] | |
use std::simd::Simd; | |
use std::array; | |
use std::time::Duration; | |
use instant; | |
use rand::prelude::*; | |
const lanes : usize = 16; | |
fn main() { | |
const precalc_size : usize = lanes * 10_000; | |
let mut rng = thread_rng(); | |
let (a_precalc_vec,b_precalc_vec) = create_random_float_arrays(precalc_size,&mut rng); | |
let a: [f32; precalc_size] = a_precalc_vec.try_into().unwrap(); | |
let b: [f32; precalc_size] = b_precalc_vec.try_into().unwrap(); | |
println!("Hello, world!"); | |
let rep_count : usize = 99_000_000; | |
let (duration,simd_add,simd_prod) = do_simd_calculation(rep_count,&a,&b); | |
println!("We spent {} seconds doing {} simds and simd_add = {}, and simd_prod = {}", | |
duration.as_secs_f32(), | |
rep_count, | |
simd_add, | |
simd_prod); | |
let (duration,simd_add,simd_prod) = do_non_simd_calculation(rep_count,&a,&b); | |
println!("We spent {} seconds doing {} non simds, simd_add = {}, and simd_prod = {}", | |
duration.as_secs_f32(), | |
rep_count, | |
simd_add, | |
simd_prod); | |
} | |
fn do_non_simd_calculation(rep_count:usize,a:&[f32],b:&[f32])->(Duration,f32,f32){ | |
let start = instant::Instant::now(); | |
let mut total_sum = 0.0; | |
let mut total_prod = 0.0; | |
let mut a_local: [f32; lanes] = [0.0;lanes]; | |
let mut b_local: [f32; lanes] = [0.0;lanes]; | |
for i in 0..rep_count{ | |
let mut lower_bound = i%a.len(); | |
let mut upper_bound = std::cmp::min(lower_bound + lanes,a.len()); | |
if upper_bound-lower_bound != lanes { | |
lower_bound = 0; | |
upper_bound = lanes; | |
} | |
a_local.copy_from_slice(&a[lower_bound..upper_bound]); | |
b_local.copy_from_slice(&b[lower_bound..upper_bound]); | |
let sum:[f32;lanes] = array::from_fn(|j| a_local[j] + b_local[j]); | |
let prod:[f32;lanes] = array::from_fn(|j| a_local[j] * b_local[j]); | |
for val in sum{ | |
total_sum+=val; | |
} | |
for val in prod{ | |
total_prod+=val; | |
} | |
} | |
let now = instant::Instant::now(); | |
(now-start,total_sum,total_prod) | |
} | |
fn do_simd_calculation(rep_count:usize,a:&[f32],b:&[f32])->(Duration,f32,f32){ | |
let start = instant::Instant::now(); | |
let mut total_sum = 0.0; | |
let mut total_prod = 0.0; | |
let mut a_local: [f32; lanes] = [0.0;lanes]; | |
let mut b_local: [f32; lanes] = [0.0;lanes]; | |
for i in 0..rep_count{ | |
let mut lower_bound = i%a.len(); | |
let mut upper_bound = std::cmp::min(lower_bound + lanes,a.len()); | |
if upper_bound-lower_bound != lanes { | |
lower_bound = 0; | |
upper_bound = lanes; | |
} | |
a_local.copy_from_slice(&a[lower_bound..upper_bound]); | |
b_local.copy_from_slice(&b[lower_bound..upper_bound]); | |
let (v, w) = (Simd::from(a_local), Simd::from(b_local)); | |
let sum = v + w; | |
let product = v * w; | |
for val in sum.as_array(){ | |
total_sum+=val; | |
} | |
for val in product.as_array(){ | |
total_prod+=val; | |
} | |
} | |
let now = instant::Instant::now(); | |
(now-start,total_sum,total_prod) | |
} | |
fn create_random_float_arrays(num_floats: usize,randomizer: &mut ThreadRng)-> (Vec<f32>,Vec<f32>) | |
{ | |
let mut a_vec: Vec<f32> = Vec::new(); | |
let mut b_vec: Vec<f32> = Vec::new(); | |
for i in 0.. num_floats { | |
a_vec.push(randomizer.gen()); | |
b_vec.push(randomizer.gen()); | |
} | |
(a_vec,b_vec) | |
} |
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