Created
February 1, 2021 13:39
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Now including a pure rust slice implementation
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use ndarray::{azip, par_azip, s, Array, Array1, Axis, IntoNdProducer}; | |
use std::ops::{DivAssign, MulAssign, SubAssign}; | |
pub fn gauss_elim_rust(N: usize, M: usize, A: &mut [f32], B: &mut [f32]) { | |
assert_eq!(A.len(), N * N); | |
assert_eq!(B.len(), N * M); | |
for k in 0..(N - 1) { | |
let akk = A[k * N + k]; | |
let mut ablk = A[(k * N)..].chunks_exact_mut(N).map(|row| &mut row[k..]); | |
let arow = ablk.next().unwrap(); | |
let arow = &arow[1..]; | |
ablk.for_each(|row| { | |
let (ac, lhs) = row.split_first_mut().unwrap(); | |
*ac /= akk; | |
let ac = *ac; | |
lhs.into_iter().zip(arow).for_each(|(a, ar)| { | |
*a -= ac * ar; | |
}) | |
}); | |
let acol = A[((k + 1) * N + k)..].iter().step_by(N); | |
let mut bblk = B[(k * M)..].chunks_exact_mut(M); | |
let bk = bblk.next().unwrap(); | |
let bk = bk.as_ref(); | |
bblk.zip(acol).for_each(|(bout, &a)| { | |
bout.into_iter().zip(bk).for_each(|(x, b)| { | |
*x -= a * b; | |
}) | |
}); | |
} | |
for k in (0..N).rev() { | |
let akk = A[k * N + k]; | |
let ak = &A[(k * N + (k + 1))..((k + 1) * N)]; | |
let mut bblk = B[(k * N)..].chunks_exact_mut(M); | |
let bk = bblk.next().unwrap(); | |
bblk.zip(ak).for_each(|(bk1, a)| { | |
let bk1 = &*bk1; | |
bk.iter_mut().zip(bk1).for_each(|(bout, &bin)| { | |
*bout -= bin * a; | |
}) | |
}); | |
bk.iter_mut().for_each(|x| *x /= akk); | |
} | |
} | |
pub fn gauss_elim(mut A: ndarray::ArrayViewMut2<f32>, mut B: ndarray::ArrayViewMut2<f32>) { | |
assert_eq!(A.nrows(), B.nrows()); | |
assert_eq!(A.nrows(), A.ncols()); | |
let N = A.nrows(); | |
let M = B.ncols(); | |
for k in 0..N { | |
let a = A[(k, k)]; | |
let (mut a_blk, mut a_col, a_row) = A.multi_slice_mut(( | |
s![(k + 1).., (k + 1)..], //. | |
s![(k + 1).., k], //. | |
s![k, (k + 1)..], | |
)); | |
let a_row = a_row.view(); | |
let (bk, mut brest) = B.multi_slice_mut((s![k, ..], s![(k + 1).., ..])); | |
let bk = bk.view(); | |
azip!((mut lrow in a_blk.genrows_mut(), r in a_col, lhs in brest.genrows_mut()) { | |
*r/=a; | |
let r = *r; | |
azip!((l in lrow, &c in a_row) { | |
*l -= r * c; | |
}); | |
azip!((lhs in lhs, &b in bk) { | |
*lhs -= r * b; | |
}); | |
}); | |
} | |
for k in (0..N).rev() { | |
let a = A.slice(s![k, (k + 1)..]); | |
let (b_nxt, mut b_row) = B.multi_slice_mut((s![(k + 1).., ..], s![k, ..])); | |
let akk = A[(k, k)]; | |
let c = a.dot(&b_nxt); | |
azip!((bk in b_row, &ab in &c) { | |
*bk = (*bk - ab) / akk; | |
}); | |
// azip!((bcol in b_nxt.gencolumns(), bk in b_row) { | |
// const UNROLL: usize = 32; | |
// let ab: f32 = bcol.axis_chunks_iter(Axis(0), UNROLL) | |
// .zip(a.axis_chunks_iter(Axis(0), UNROLL)) | |
// .map(|(a,b)|a.dot(&b)).sum(); | |
// // .fold(0f32, |acc, (a,b)| acc + a.dot(&b)); | |
// // .fold(0f32, |acc, (a,b)| acc + (a.to_owned()*b).sum()); | |
// // let ab = bcol.dot(&a); | |
// *bk = (*bk - ab) / akk; | |
// }); | |
} | |
} |
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