pub struct Svd;
impl Svd {
#[allow(
clippy::needless_range_loop,
clippy::assign_op_pattern,
unused_assignments
)]
pub fn svdcmp(a: &mut [[f64; 3]; 3], w: &mut [f64; 3], v: &mut [[f64; 3]; 3]) -> bool {
let m = 3;
let n = 3;
let mut flag;
let mut its;
let mut jj;
let mut l = 0;
let mut nm = 0;
let mut anorm: f64 = 0.0;
let mut c;
let mut f;
let mut g = 0.0;
let mut h;
let mut s;
let mut scale = 0.0;
let mut x;
let mut y;
let mut z;
let mut rv1 = [0.0; 3];
for i in 0..n {
l = i + 1;
rv1[i] = scale * g;
g = 0.0;
s = 0.0;
scale = 0.0;
if i < m {
for k in i..m {
scale += a[k][i].abs();
}
if scale != 0.0 {
for k in i..m {
a[k][i] /= scale;
s += a[k][i] * a[k][i];
}
f = a[i][i];
g = -Self::sign(s.sqrt(), f);
h = f * g - s;
a[i][i] = f - g;
for j in l..n {
s = 0.0;
for k in i..m {
s += a[k][i] * a[k][j];
}
f = s / h;
for k in i..m {
a[k][j] += f * a[k][i];
}
}
for k in i..m {
a[k][i] *= scale;
}
}
}
w[i] = scale * g;
g = 0.0;
s = 0.0;
scale = 0.0;
if i < m && i != n - 1 {
for k in l..n {
scale += a[i][k].abs();
}
if scale != 0.0 {
for k in l..n {
a[i][k] /= scale;
s += a[i][k] * a[i][k];
}
f = a[i][l];
g = -Self::sign(s.sqrt(), f);
h = f * g - s;
a[i][l] = f - g;
for k in l..n {
rv1[k] = a[i][k] / h;
}
for j in l..m {
s = 0.0;
for k in l..n {
s += a[j][k] * a[i][k];
}
for k in l..n {
a[j][k] += s * rv1[k];
}
}
for k in l..n {
a[i][k] *= scale;
}
}
}
anorm = anorm.max(w[i].abs() + rv1[i].abs());
}
for i in (0..n).rev() {
if i < n - 1 {
if g != 0.0 {
for j in l..n {
v[j][i] = a[i][j] / a[i][l] / g;
}
for j in l..n {
s = 0.0;
for k in l..n {
s += a[i][k] * v[k][j];
}
for k in l..n {
v[k][j] += s * v[k][i];
}
}
}
for j in l..n {
v[i][j] = 0.0;
v[j][i] = 0.0;
}
}
v[i][i] = 1.0;
g = rv1[i];
l = i;
}
for i in (0..m.min(n)).rev() {
l = i + 1;
g = w[i];
for j in l..n {
a[i][j] = 0.0;
}
if g != 0.0 {
g = 1.0 / g;
for j in l..n {
s = 0.0;
for k in l..m {
s += a[k][i] * a[k][j];
}
f = (s / a[i][i]) * g;
for k in i..m {
a[k][j] += f * a[k][i];
}
}
for j in i..m {
a[j][i] *= g;
}
} else {
for j in i..m {
a[j][i] = 0.0;
}
}
a[i][i] += 1.0;
}
for k in (0..n).rev() {
for its_loop in 1..=30 {
its = its_loop;
flag = true;
for l_loop in (0..=k).rev() {
l = l_loop;
if l == 0 {
nm = 0;
} else {
nm = l - 1;
}
if rv1[l].abs() + anorm == anorm {
flag = false;
break;
}
if w[nm].abs() + anorm == anorm {
break;
}
}
if flag {
c = 0.0;
s = 1.0;
for i in l..=k {
f = s * rv1[i];
if f.abs() + anorm == anorm {
break;
}
g = w[i];
h = Self::pythag(f, g);
w[i] = h;
h = 1.0 / h;
c = g * h;
s = -f * h;
for j in 0..m {
y = a[j][nm];
z = a[j][i];
a[j][nm] = y * c + z * s;
a[j][i] = z * c - y * s;
}
}
}
z = w[k];
if l == k {
if z < 0.0 {
w[k] = -z;
for j in 0..n {
v[j][k] = -v[j][k];
}
}
break;
}
if its == 30 {
return false;
}
x = w[l];
nm = k - 1;
y = w[nm];
g = rv1[nm];
h = rv1[k];
f = ((y - z) * (y + z) + (g - h) * (g + h)) / (2.0 * h * y);
g = Self::pythag(f, 1.0);
f = ((x - z) * (x + z) + h * (y / (f + Self::sign(g, f)) - h)) / x;
c = 1.0;
s = 1.0;
for j in l..=nm {
let i = j + 1;
g = rv1[i];
y = w[i];
h = s * g;
g = c * g;
z = Self::pythag(f, h);
rv1[j] = z;
c = f / z;
s = h / z;
f = x * c + g * s;
g = g * c - x * s;
h = y * s;
y *= c;
for jj_loop in 0..n {
jj = jj_loop;
x = v[jj][j];
z = v[jj][i];
v[jj][j] = x * c + z * s;
v[jj][i] = z * c - x * s;
}
z = Self::pythag(f, h);
w[j] = z;
if z != 0.0 {
z = 1.0 / z;
c = f * z;
s = h * z;
}
f = c * g + s * y;
x = c * y - s * g;
for jj_loop in 0..m {
jj = jj_loop;
y = a[jj][j];
z = a[jj][i];
a[jj][j] = y * c + z * s;
a[jj][i] = z * c - y * s;
}
}
rv1[l] = 0.0;
rv1[k] = f;
w[k] = x;
}
}
true
}
fn pythag(a: f64, b: f64) -> f64 {
let at = a.abs();
let bt = b.abs();
let ct: f64;
if at > bt {
ct = bt / at;
return at * (1.0 + ct * ct).sqrt();
}
if bt == 0.0 {
return 0.0;
}
ct = at / bt;
bt * (1.0 + ct * ct).sqrt()
}
fn sign(a: f64, b: f64) -> f64 {
if b >= 0.0 {
a.abs()
} else {
-a.abs()
}
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_svd() {
let mut a = [[1.0, 2.0, 3.0], [4.0, 5.0, 6.0], [7.0, 8.0, 9.0]];
let mut w = [0.0; 3];
let mut v = [[0.0; 3]; 3];
let result = Svd::svdcmp(&mut a, &mut w, &mut v);
assert!(result);
assert!((w[0] - 16.848).abs() < 0.001); }
}