use criterion::{criterion_group, criterion_main, BenchmarkId, Criterion}; use nalgebra::{Vector1, Vector2, Vector6}; use ordinary_diffeq::prelude::*; use std::f64::consts::PI; use std::hint::black_box; // Simple 1D exponential decay problem // y' = -k*y, y(0) = 1 fn bench_exponential_decay(c: &mut Criterion) { type Params = (f64,); let params = (0.5,); fn derivative(_t: f64, y: Vector1, p: &Params) -> Vector1 { Vector1::new(-p.0 * y[0]) } let y0 = Vector1::new(1.0); let controller = PIController::default(); let mut group = c.benchmark_group("exponential_decay"); // Moderate tolerance - where BS3 should excel let tol = 1e-5; group.bench_function("bs3_tol_1e-5", |b| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, params); let bs3 = BS3::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, bs3, controller).solve(); }); }); }); group.bench_function("dp5_tol_1e-5", |b| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, params); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, dp45, controller).solve(); }); }); }); group.finish(); } // 2D harmonic oscillator // y'' + y = 0, or as system: y1' = y2, y2' = -y1 fn bench_harmonic_oscillator(c: &mut Criterion) { type Params = (); fn derivative(_t: f64, y: Vector2, _p: &Params) -> Vector2 { Vector2::new(y[1], -y[0]) } let y0 = Vector2::new(1.0, 0.0); let controller = PIController::default(); let mut group = c.benchmark_group("harmonic_oscillator"); let tol = 1e-5; group.bench_function("bs3_tol_1e-5", |b| { let ode = ODE::new(&derivative, 0.0, 20.0, y0, ()); let bs3 = BS3::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, bs3, controller).solve(); }); }); }); group.bench_function("dp5_tol_1e-5", |b| { let ode = ODE::new(&derivative, 0.0, 20.0, y0, ()); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, dp45, controller).solve(); }); }); }); group.finish(); } // Nonlinear pendulum // theta'' + (g/L)*sin(theta) = 0 fn bench_pendulum(c: &mut Criterion) { type Params = (f64, f64); // (g, L) let params = (9.81, 1.0); fn derivative(_t: f64, y: Vector2, p: &Params) -> Vector2 { let &(g, l) = p; let theta = y[0]; let d_theta = y[1]; Vector2::new(d_theta, -(g / l) * theta.sin()) } let y0 = Vector2::new(0.0, PI / 2.0); // Start from rest at angle 0, velocity PI/2 let controller = PIController::default(); let mut group = c.benchmark_group("pendulum"); let tol = 1e-6; group.bench_function("bs3_tol_1e-6", |b| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, params); let bs3 = BS3::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, bs3, controller).solve(); }); }); }); group.bench_function("dp5_tol_1e-6", |b| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, params); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, dp45, controller).solve(); }); }); }); group.finish(); } // 6D orbital mechanics - higher dimensional problem fn bench_orbit_6d(c: &mut Criterion) { let mu = 3.98600441500000e14; type Params = (f64,); let params = (mu,); fn derivative(_t: f64, state: Vector6, p: &Params) -> Vector6 { let acc = -(p.0 * state.fixed_rows::<3>(0)) / (state.fixed_rows::<3>(0).norm().powi(3)); Vector6::new(state[3], state[4], state[5], acc[0], acc[1], acc[2]) } let y0 = Vector6::new( 4.263868426884883e6, 5.146189057155391e6, 1.1310208421331816e6, -5923.454461876975, 4496.802639690076, 1870.3893008991558, ); let controller = PIController::new(0.37, 0.04, 10.0, 0.2, 1000.0, 0.9, 0.01); let mut group = c.benchmark_group("orbit_6d"); // Test at moderate tolerance let tol = 1e-6; group.bench_function("bs3_tol_1e-6", |b| { let ode = ODE::new(&derivative, 0.0, 10000.0, y0, params); let bs3 = BS3::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, bs3, controller).solve(); }); }); }); group.bench_function("dp5_tol_1e-6", |b| { let ode = ODE::new(&derivative, 0.0, 10000.0, y0, params); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, dp45, controller).solve(); }); }); }); group.finish(); } // Benchmark interpolation performance fn bench_interpolation(c: &mut Criterion) { type Params = (); fn derivative(_t: f64, y: Vector1, _p: &Params) -> Vector1 { Vector1::new(y[0]) } let y0 = Vector1::new(1.0); let controller = PIController::default(); let mut group = c.benchmark_group("interpolation"); let tol = 1e-6; // BS3 with interpolation group.bench_function("bs3_with_interpolation", |b| { let ode = ODE::new(&derivative, 0.0, 5.0, y0, ()); let bs3 = BS3::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ let solution = Problem::new(ode, bs3, controller).solve(); // Interpolate at 100 points let _: Vec<_> = (0..100).map(|i| solution.interpolate(i as f64 * 0.05)).collect(); }); }); }); // DP5 with interpolation group.bench_function("dp5_with_interpolation", |b| { let ode = ODE::new(&derivative, 0.0, 5.0, y0, ()); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ let solution = Problem::new(ode, dp45, controller).solve(); // Interpolate at 100 points let _: Vec<_> = (0..100).map(|i| solution.interpolate(i as f64 * 0.05)).collect(); }); }); }); group.finish(); } // Tolerance scaling benchmark - how do methods perform at different tolerances? fn bench_tolerance_scaling(c: &mut Criterion) { type Params = (); fn derivative(_t: f64, y: Vector1, _p: &Params) -> Vector1 { Vector1::new(-y[0]) } let y0 = Vector1::new(1.0); let controller = PIController::default(); let mut group = c.benchmark_group("tolerance_scaling"); let tolerances = [1e-3, 1e-4, 1e-5, 1e-6, 1e-7]; for &tol in &tolerances { group.bench_with_input(BenchmarkId::new("bs3", tol), &tol, |b, &tol| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, ()); let bs3 = BS3::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, bs3, controller).solve(); }); }); }); group.bench_with_input(BenchmarkId::new("dp5", tol), &tol, |b, &tol| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, ()); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, dp45, controller).solve(); }); }); }); } group.finish(); } criterion_group!( benches, bench_exponential_decay, bench_harmonic_oscillator, bench_pendulum, bench_orbit_6d, bench_interpolation, bench_tolerance_scaling, ); criterion_main!(benches);