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#![cfg_attr(feature = "nightly", feature(stdsimd), feature(avx512_target_feature))]
#![cfg_attr(not(feature = "std"), no_std)]
#![warn(rust_2018_idioms)]
mod gemm;
pub use crate::gemm::*;
pub use gemm_common::Parallelism;
pub use gemm_f16::f16;
#[cfg(test)]
mod tests {
use super::*;
extern crate alloc;
use alloc::{vec, vec::Vec};
use num_traits::Float;
#[test]
fn test_gemm_f16() {
let mut mnks = vec![];
mnks.push((16, 2, 1));
mnks.push((0, 0, 4));
mnks.push((16, 1, 1));
mnks.push((16, 3, 1));
mnks.push((16, 4, 1));
mnks.push((16, 1, 2));
mnks.push((16, 2, 2));
mnks.push((16, 3, 2));
mnks.push((16, 4, 2));
mnks.push((16, 16, 1));
mnks.push((64, 64, 0));
mnks.push((256, 256, 256));
mnks.push((4096, 4096, 4));
mnks.push((64, 64, 4));
mnks.push((0, 64, 4));
mnks.push((64, 0, 4));
mnks.push((8, 16, 1));
mnks.push((16, 8, 1));
mnks.push((1, 1, 2));
mnks.push((4, 4, 4));
mnks.push((1024, 1024, 1));
mnks.push((1024, 1024, 4));
mnks.push((63, 1, 10));
mnks.push((63, 2, 10));
mnks.push((63, 3, 10));
mnks.push((63, 4, 10));
mnks.push((1, 63, 10));
mnks.push((2, 63, 10));
mnks.push((3, 63, 10));
mnks.push((4, 63, 10));
for (m, n, k) in mnks {
dbg!(m, n, k);
for parallelism in [Parallelism::None, Parallelism::Rayon(0)] {
for alpha in [0.0, 1.0, 2.3] {
for beta in [0.0, 1.0, 2.3] {
dbg!(alpha, beta, parallelism);
let alpha = f16::from_f32(alpha);
let beta = f16::from_f32(beta);
let a_vec: Vec<f16> = (0..(m * k))
.map(|_| f16::from_f32(rand::random()))
.collect();
let b_vec: Vec<f16> = (0..(k * n))
.map(|_| f16::from_f32(rand::random()))
.collect();
let mut c_vec: Vec<f16> = (0..(m * n))
.map(|_| f16::from_f32(rand::random()))
.collect();
let mut d_vec = c_vec.clone();
unsafe {
gemm::gemm(
m,
n,
k,
c_vec.as_mut_ptr(),
m as isize,
1,
true,
a_vec.as_ptr(),
m as isize,
1,
b_vec.as_ptr(),
k as isize,
1,
alpha,
beta,
false,
false,
false,
parallelism,
);
gemm::gemm_fallback(
m,
n,
k,
d_vec.as_mut_ptr(),
m as isize,
1,
true,
a_vec.as_ptr(),
m as isize,
1,
b_vec.as_ptr(),
k as isize,
1,
alpha,
beta,
);
}
let eps = f16::from_f32(1e-1);
for (c, d) in c_vec.iter().zip(d_vec.iter()) {
let eps_rel = c.abs() * eps;
let eps_abs = eps;
let eps = if eps_rel > eps_abs { eps_rel } else { eps_abs };
assert_approx_eq::assert_approx_eq!(c, d, eps);
}
}
}
}
}
}
#[test]
fn test_gemm_real() {
let mut mnks = vec![];
// large m to trigger parallelized rhs packing with big number of threads and small n
mnks.push((2048, 255, 255));
mnks.push((256, 256, 256));
mnks.push((4096, 4096, 4));
mnks.push((64, 64, 4));
mnks.push((0, 64, 4));
mnks.push((64, 0, 4));
mnks.push((0, 0, 4));
mnks.push((64, 64, 0));
mnks.push((16, 1, 1));
mnks.push((16, 2, 1));
mnks.push((16, 3, 1));
mnks.push((16, 4, 1));
mnks.push((16, 1, 2));
mnks.push((16, 2, 2));
mnks.push((16, 3, 2));
mnks.push((16, 4, 2));
mnks.push((16, 16, 1));
mnks.push((8, 16, 1));
mnks.push((16, 8, 1));
mnks.push((1, 1, 2));
mnks.push((4, 4, 4));
mnks.push((1024, 1024, 1));
mnks.push((1024, 1024, 4));
mnks.push((63, 1, 10));
mnks.push((63, 2, 10));
mnks.push((63, 3, 10));
mnks.push((63, 4, 10));
mnks.push((1, 63, 10));
mnks.push((2, 63, 10));
mnks.push((3, 63, 10));
mnks.push((4, 63, 10));
for (m, n, k) in mnks {
dbg!(m, n, k);
for parallelism in [
Parallelism::None,
Parallelism::Rayon(0),
Parallelism::Rayon(128),
] {
for alpha in [0.0, 1.0, 2.3] {
for beta in [0.0, 1.0, 2.3] {
dbg!(alpha, beta, parallelism);
let a_vec: Vec<f64> = (0..(m * k)).map(|_| rand::random()).collect();
let b_vec: Vec<f64> = (0..(k * n)).map(|_| rand::random()).collect();
let mut c_vec: Vec<f64> = (0..(m * n)).map(|_| rand::random()).collect();
let mut d_vec = c_vec.clone();
unsafe {
gemm::gemm(
m,
n,
k,
c_vec.as_mut_ptr(),
m as isize,
1,
true,
a_vec.as_ptr(),
m as isize,
1,
b_vec.as_ptr(),
k as isize,
1,
alpha,
beta,
false,
false,
false,
parallelism,
);
gemm::gemm_fallback(
m,
n,
k,
d_vec.as_mut_ptr(),
m as isize,
1,
true,
a_vec.as_ptr(),
m as isize,
1,
b_vec.as_ptr(),
k as isize,
1,
alpha,
beta,
);
}
for (c, d) in c_vec.iter().zip(d_vec.iter()) {
assert_approx_eq::assert_approx_eq!(c, d);
}
}
}
}
}
}
#[test]
fn test_gemm_cplx() {
let mut mnks = vec![];
mnks.push((0, 64, 4));
mnks.push((64, 0, 4));
mnks.push((0, 0, 4));
mnks.push((64, 64, 4));
mnks.push((64, 64, 0));
mnks.push((6, 3, 1));
mnks.push((1, 1, 2));
mnks.push((128, 128, 128));
mnks.push((16, 1, 1));
mnks.push((16, 2, 1));
mnks.push((16, 3, 1));
mnks.push((16, 4, 1));
mnks.push((16, 1, 2));
mnks.push((16, 2, 2));
mnks.push((16, 3, 2));
mnks.push((16, 4, 2));
mnks.push((16, 16, 1));
mnks.push((8, 16, 1));
mnks.push((16, 8, 1));
mnks.push((4, 4, 4));
mnks.push((1024, 1024, 4));
mnks.push((1024, 1024, 1));
mnks.push((63, 1, 10));
mnks.push((63, 2, 10));
mnks.push((63, 3, 10));
mnks.push((63, 4, 10));
mnks.push((1, 63, 10));
mnks.push((2, 63, 10));
mnks.push((3, 63, 10));
mnks.push((4, 63, 10));
for (m, n, k) in mnks {
dbg!(m, n, k);
let zero = c64::new(0.0, 0.0);
let one = c64::new(1.0, 0.0);
let arbitrary = c64::new(2.3, 4.1);
for alpha in [zero, one, arbitrary] {
for beta in [zero, one, arbitrary] {
dbg!(alpha, beta);
for conj_dst in [false, true] {
for conj_lhs in [false, true] {
for conj_rhs in [false, true] {
dbg!(conj_dst);
dbg!(conj_lhs);
dbg!(conj_rhs);
let a_vec: Vec<f64> =
(0..(2 * m * k)).map(|_| rand::random()).collect();
let b_vec: Vec<f64> =
(0..(2 * k * n)).map(|_| rand::random()).collect();
let mut c_vec: Vec<f64> =
(0..(2 * m * n)).map(|_| rand::random()).collect();
let mut d_vec = c_vec.clone();
unsafe {
gemm::gemm(
m,
n,
k,
c_vec.as_mut_ptr() as *mut c64,
m as isize,
1,
true,
a_vec.as_ptr() as *const c64,
m as isize,
1,
b_vec.as_ptr() as *const c64,
k as isize,
1,
alpha,
beta,
conj_dst,
conj_lhs,
conj_rhs,
Parallelism::Rayon(0),
);
gemm::gemm_cplx_fallback(
m,
n,
k,
d_vec.as_mut_ptr() as *mut c64,
m as isize,
1,
true,
a_vec.as_ptr() as *const c64,
m as isize,
1,
b_vec.as_ptr() as *const c64,
k as isize,
1,
alpha,
beta,
conj_dst,
conj_lhs,
conj_rhs,
);
}
for (c, d) in c_vec.iter().zip(d_vec.iter()) {
assert_approx_eq::assert_approx_eq!(c, d);
}
}
}
}
}
}
}
}
}