extern crate ndarray;
extern crate ndarray_linalg;
extern crate ndarray_rand;
extern crate rand;
use ndarray::prelude::*;
use ndarray_linalg::prelude::*;
use rand::distributions::*;
use ndarray_rand::RandomExt;
fn all_close(a: Array<f64, (Ix, Ix)>, b: Array<f64, (Ix, Ix)>) {
if !a.all_close(&b, 1.0e-7) {
panic!("\nTwo matrices are not equal:\na = \n{:?}\nb = \n{:?}\n",
a,
b);
}
}
#[test]
fn qr_square_upper() {
let r_dist = Range::new(0., 1.);
let mut a = Array::<f64, _>::random((3, 3), r_dist);
for ((i, j), val) in a.indexed_iter_mut() {
if i > j {
*val = 0.0;
}
}
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.clone(), Array::eye(3));
all_close(q.dot(&q.t()), Array::eye(3));
all_close(r, a);
}
#[test]
fn qr_square_upper_t() {
let r_dist = Range::new(0., 1.);
let mut a = Array::<f64, _>::random((3, 3), r_dist).reversed_axes();
for ((i, j), val) in a.indexed_iter_mut() {
if i > j {
*val = 0.0;
}
}
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.clone(), Array::eye(3));
all_close(q.dot(&q.t()), Array::eye(3));
all_close(r, a);
}
#[test]
fn qr_square() {
let r_dist = Range::new(0., 1.);
let a = Array::<f64, _>::random((3, 3), r_dist);
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.dot(&q.t()), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_square_t() {
let r_dist = Range::new(0., 1.);
let a = Array::<f64, _>::random((3, 3), r_dist).reversed_axes();
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.dot(&q.t()), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_3x4_upper() {
let r_dist = Range::new(0., 1.);
let mut a = Array::<f64, _>::random((3, 4), r_dist);
for ((i, j), val) in a.indexed_iter_mut() {
if i > j {
*val = 0.0;
}
}
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.clone(), Array::eye(3));
all_close(q.dot(&q.t()), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_3x4_upper_t() {
let r_dist = Range::new(0., 1.);
let mut a = Array::<f64, _>::random((4, 3), r_dist).reversed_axes();
for ((i, j), val) in a.indexed_iter_mut() {
if i > j {
*val = 0.0;
}
}
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.clone(), Array::eye(3));
all_close(q.dot(&q.t()), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_3x4() {
let r_dist = Range::new(0., 1.);
let a = Array::<f64, _>::random((3, 4), r_dist);
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.dot(&q.t()), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_3x4_t() {
let r_dist = Range::new(0., 1.);
let a = Array::<f64, _>::random((4, 3), r_dist).reversed_axes();
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.dot(&q.t()), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_4x3_upper() {
let r_dist = Range::new(0., 1.);
let mut a = Array::<f64, _>::random((4, 3), r_dist);
for ((i, j), val) in a.indexed_iter_mut() {
if i > j {
*val = 0.0;
}
}
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.t().dot(&q), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_4x3_upper_t() {
let r_dist = Range::new(0., 1.);
let mut a = Array::<f64, _>::random((3, 4), r_dist).reversed_axes();
for ((i, j), val) in a.indexed_iter_mut() {
if i > j {
*val = 0.0;
}
}
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.t().dot(&q), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_4x3() {
let r_dist = Range::new(0., 1.);
let a = Array::<f64, _>::random((4, 3), r_dist);
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.t().dot(&q), Array::eye(3));
all_close(q.dot(&r), a);
}
#[test]
fn qr_4x3_t() {
let r_dist = Range::new(0., 1.);
let a = Array::<f64, _>::random((3, 4), r_dist).reversed_axes();
println!("a = \n{:?}", &a);
let (q, r) = a.clone().qr().unwrap();
println!("q = \n{:?}", &q);
println!("r = \n{:?}", &r);
all_close(q.t().dot(&q), Array::eye(3));
all_close(q.dot(&r), a);
}