1 unstable release
0.0.1 | Sep 4, 2023 |
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#11 in #suite-sparse
Used in 2 crates
745KB
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UMFPACK-rs
Some UMFPACK bindings for rust.
The umfpack-rs
library provides unsafe bindings and safe wrappers to some of the
SuiteSparse UMFPACK routines. You can use the wrappers to solve a sparse linear system
that is either real-values (f64
) with umfpack_di_{symbolic,numeric,solve}
or complex
valued (Complex64
) using umfpack_zi_{symbolic,numeric,solve}
.
Example
Note that the rust wrappers attempt to be as close as possible to the SuiteSparse C-code while hiding unsafe operations. This means the exposed API might not be as clean as one might expect.
#[allow(non_snake_case)]
fn main() {
use umfpack::prelude::*;
let n = 5;
let Ap = vec![0, 2, 5, 9, 10, 12]; // column pointers of CSC sparse nxn matrix
let Ai = vec![0, 1, 0, 2, 4, 1, 2, 3, 4, 2, 1, 4]; // row indices of CSC sparse matrix
let Ax = vec![2.0, 3.0, 3.0, -1.0, 4.0, 4.0, -3.0, 1.0, 2.0, 2.0, 6.0, 1.0]; // values of CSC sparse matrix
let b = vec![8.0, 45.0, -3.0, 3.0, 19.0]; // dense target
let mut x = vec![0.0, 0.0, 0.0, 0.0, 0.0]; // initial value for unknown x
let control = Control::new(); // default control parameters
let mut info = Info::new(); // empty info buffer
// solving the system Ax=b happens in three steps:
// 1. Symbolic Analyzation of the sparse system
let mut symbolic = Symbolic::new();
umfpack_di_symbolic(
n, // m
n, // n
&Ap,
&Ai,
&Ax,
&mut symbolic,
Some(&control),
Some(&mut info),
);
// 2. Numeric Analyzation of the sparse system
let mut numeric = Numeric::new();
umfpack_di_numeric(
&Ap,
&Ai,
&Ax,
&symbolic,
&mut numeric,
Some(&control),
Some(&mut info),
);
// 3. Solving of the sparse system
umfpack_di_solve(
UMFPACK::A, // solve the system Ax=b
&Ap,
&Ai,
&Ax,
&mut x,
&b,
&numeric,
Some(&control),
Some(&mut info),
);
println!("symbolic walltime: {}", info.umfpack_symbolic_walltime());
println!("numeric walltime: {}", info.umfpack_numeric_walltime());
println!("solve walltime: {}", info.umfpack_solve_walltime());
for i in 0..(n as usize) {
println!("x [{}] = {:.1}", i, x[i]);
}
}
symbolic walltime: 0.000018095000086759683
numeric walltime: 0.0004187900001397793
solve walltime: 0.000003099999958067201
x [0] = 1.0
x [1] = 2.0
x [2] = 3.0
x [3] = 4.0
x [4] = 5.0
You can find more examples in the examples
folder (sometimes alongside with the C++
equivalent). To learn more on how to use UMFPACK, read the user guide
or quick start pdf.
Installation
cargo add umfpack-rs
License & Credits
© Floris Laporte 2023, LGPL-2.1
This library vendors, wraps and statically links to SuiteSparse, LGPL-2.1.
Dependencies
~0.3–1.7MB
~38K SLoC