use criterion::{criterion_group, criterion_main, BenchmarkId, Criterion}; use nalgebra::{Vector1, Vector2, Vector6}; use ordinary_diffeq::prelude::*; use std::hint::black_box; // Tight tolerance benchmarks - where Vern7 should excel // Vern7 is designed for tolerances in the range 1e-8 to 1e-12 // Simple 1D exponential problem // y' = y, y(0) = 1, solution: y(t) = e^t fn bench_exponential_tight_tol(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("exponential_tight_tol"); // Tight tolerance - where Vern7 should excel let tol = 1e-10; group.bench_function("bs3_tol_1e-10", |b| { let ode = ODE::new(&derivative, 0.0, 4.0, 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-10", |b| { let ode = ODE::new(&derivative, 0.0, 4.0, y0, ()); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, dp45, controller).solve(); }); }); }); group.bench_function("vern7_tol_1e-10", |b| { let ode = ODE::new(&derivative, 0.0, 4.0, y0, ()); let vern7 = Vern7::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, vern7, controller).solve(); }); }); }); group.finish(); } // 2D harmonic oscillator - smooth periodic system // y'' + y = 0, or as system: y1' = y2, y2' = -y1 fn bench_harmonic_oscillator_tight_tol(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_tight_tol"); let tol = 1e-10; group.bench_function("bs3_tol_1e-10", |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-10", |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.bench_function("vern7_tol_1e-10", |b| { let ode = ODE::new(&derivative, 0.0, 20.0, y0, ()); let vern7 = Vern7::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, vern7, controller).solve(); }); }); }); group.finish(); } // 6D orbital mechanics - high dimensional problem where tight tolerances matter fn bench_orbit_tight_tol(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_tight_tol"); // Tight tolerance for orbital mechanics let tol = 1e-10; group.bench_function("dp5_tol_1e-10", |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.bench_function("vern7_tol_1e-10", |b| { let ode = ODE::new(&derivative, 0.0, 10000.0, y0, params); let vern7 = Vern7::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, vern7, controller).solve(); }); }); }); group.finish(); } // Benchmark interpolation performance with lazy dense output fn bench_vern7_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("vern7_interpolation"); let tol = 1e-10; // Vern7 with interpolation (should compute extra stages lazily) group.bench_function("vern7_with_interpolation", |b| { b.iter(|| { black_box({ let ode = ODE::new(&derivative, 0.0, 5.0, y0, ()); let vern7 = Vern7::new().a_tol(tol).r_tol(tol); let mut problem = Problem::new(ode, vern7, controller); let solution = problem.solve(); // Interpolate at 100 points - first one computes extra stages let _: Vec<_> = (0..100).map(|i| solution.interpolate(i as f64 * 0.05)).collect(); }); }); }); // DP5 with interpolation for comparison group.bench_function("dp5_with_interpolation", |b| { b.iter(|| { black_box({ let ode = ODE::new(&derivative, 0.0, 5.0, y0, ()); let dp45 = DormandPrince45::new().a_tol(tol).r_tol(tol); let mut problem = Problem::new(ode, dp45, controller); let solution = problem.solve(); let _: Vec<_> = (0..100).map(|i| solution.interpolate(i as f64 * 0.05)).collect(); }); }); }); group.finish(); } // Tolerance scaling for Vern7 vs lower-order methods fn bench_tolerance_scaling_vern7(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_vern7"); // Focus on tight tolerances where Vern7 excels let tolerances = [1e-6, 1e-7, 1e-8, 1e-9, 1e-10]; for &tol in &tolerances { 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.bench_with_input(BenchmarkId::new("vern7", tol), &tol, |b, &tol| { let ode = ODE::new(&derivative, 0.0, 10.0, y0, ()); let vern7 = Vern7::new().a_tol(tol).r_tol(tol); b.iter(|| { black_box({ Problem::new(ode, vern7, controller).solve(); }); }); }); } group.finish(); } criterion_group!( benches, bench_exponential_tight_tol, bench_harmonic_oscillator_tight_tol, bench_orbit_tight_tol, bench_vern7_interpolation, bench_tolerance_scaling_vern7, ); criterion_main!(benches);