use na::{Cholesky, DMatrix, DVector}; fn cholesky_100x100(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(100, 100); let m = &m * m.transpose(); bh.bench_function("cholesky_100x100", move |bh| bh.iter(|| test::black_box(Cholesky::new(m.clone())))); } fn cholesky_500x500(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(500, 500); let m = &m * m.transpose(); bh.bench_function("cholesky_500x500", move |bh| bh.iter(|| test::black_box(Cholesky::new(m.clone())))); } // With unpack. fn cholesky_decompose_unpack_100x100(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(100, 100); let m = &m * m.transpose(); bh.bench_function("cholesky_decompose_unpack_100x100", move |bh| bh.iter(|| { let chol = Cholesky::new(m.clone()).unwrap(); let _ = chol.unpack(); })); } fn cholesky_decompose_unpack_500x500(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(500, 500); let m = &m * m.transpose(); bh.bench_function("cholesky_decompose_unpack_500x500", move |bh| bh.iter(|| { let chol = Cholesky::new(m.clone()).unwrap(); let _ = chol.unpack(); })); } fn cholesky_solve_10x10(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(10, 10); let m = &m * m.transpose(); let v = DVector::::new_random(10); let chol = Cholesky::new(m.clone()).unwrap(); bh.bench_function("cholesky_solve_10x10", move |bh| bh.iter(|| { let _ = chol.solve(&v); })); } fn cholesky_solve_100x100(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(100, 100); let m = &m * m.transpose(); let v = DVector::::new_random(100); let chol = Cholesky::new(m.clone()).unwrap(); bh.bench_function("cholesky_solve_100x100", move |bh| bh.iter(|| { let _ = chol.solve(&v); })); } fn cholesky_solve_500x500(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(500, 500); let m = &m * m.transpose(); let v = DVector::::new_random(500); let chol = Cholesky::new(m.clone()).unwrap(); bh.bench_function("cholesky_solve_500x500", move |bh| bh.iter(|| { let _ = chol.solve(&v); })); } fn cholesky_inverse_10x10(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(10, 10); let m = &m * m.transpose(); let chol = Cholesky::new(m.clone()).unwrap(); bh.bench_function("cholesky_inverse_10x10", move |bh| bh.iter(|| { let _ = chol.inverse(); })); } fn cholesky_inverse_100x100(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(100, 100); let m = &m * m.transpose(); let chol = Cholesky::new(m.clone()).unwrap(); bh.bench_function("cholesky_inverse_100x100", move |bh| bh.iter(|| { let _ = chol.inverse(); })); } fn cholesky_inverse_500x500(bh: &mut criterion::Criterion) { let m = DMatrix::::new_random(500, 500); let m = &m * m.transpose(); let chol = Cholesky::new(m.clone()).unwrap(); bh.bench_function("cholesky_inverse_500x500", move |bh| bh.iter(|| { let _ = chol.inverse(); })); } criterion_group!(cholesky, cholesky_100x100, cholesky_500x500, cholesky_decompose_unpack_100x100, cholesky_decompose_unpack_500x500, cholesky_solve_10x10, cholesky_solve_100x100, cholesky_solve_500x500, cholesky_inverse_10x10, cholesky_inverse_100x100, cholesky_inverse_500x500 );