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use crate::tensor_impl::gen_tensor::GenTensor;
use crate::tensor_trait::index_slicing::IndexSlicing;
#[cfg(feature = "use-blas-lapack")]
use super::lapack_api::LapackAPI;
use std::cmp;
#[cfg(feature = "use-blas-lapack")]
macro_rules! lapack_svd {
($a:ty, $b: ident) => {
pub fn $b(
x: &GenTensor<$a>,
) -> (GenTensor<$a>, GenTensor<$a>, GenTensor<$a>) {
if x.size().len() != 2 {
panic!("lapack_svd expects 2d matrix.");
}
let n = x.size()[0];
let m = x.size()[1];
let mmn = cmp::min(m, n);
let mut ma = x.get_data().clone();
let mut s: Vec<$a> = vec![0.; mmn];
let mut u: Vec<$a> = vec![0.; mmn*m];
let mut vt: Vec<$a> = vec![0.; mmn*n];
let mut info: i32 = 0;
LapackAPI::<$a>::gesdd(&'S', m, n,
&mut ma, m,
&mut s,
&mut u, m,
&mut vt, mmn,
&mut info);
let ret_u = GenTensor::<$a>::new_move(vt, vec![n, mmn]);
let ret_s = GenTensor::<$a>::new_move(s, vec![mmn]);
let ret_v = GenTensor::<$a>::new_move(u, vec![mmn, m]).t();
if info != 0 {
panic!("svd return inf ononzero!");
}
(ret_u, ret_s, ret_v)
}
}
}
#[cfg(feature = "use-blas-lapack")]
lapack_svd!(f32, svd_f32);
#[cfg(feature = "use-blas-lapack")]
lapack_svd!(f64, svd_f64);
#[cfg(test)]
mod tests {
use crate::tensor_impl::gen_tensor::GenTensor;
use super::*;
#[test]
#[cfg(feature = "use-blas-lapack")]
fn test_svd() {
let m = GenTensor::<f64>::new_raw(&[4., 12., -16., 12., 37., -43., -16., -43., 98.], &[3, 3]);
let (u, s, v) = svd_f64(&m);
println!("{:?}, {:?}, {:?}", u, s, v);
}
}