dyna3/app-proto/examples/three-spheres.rs
Aaron Fenyes 2c55a63a6f Engine: Find the tangent space of the solution variety
At the end of the realization routine, use the computed Hessian to find
the tangent space of the solution variety, and return it alongside the
realization. Since altering the constraints can change the tangent space
without changing the solution, we compute the tangent space even when
the guess passed to the realization routine is already a solution.
2024-12-06 14:35:30 -08:00

40 lines
1.3 KiB
Rust

use nalgebra::DMatrix;
use dyna3::engine::{Q, realize_gram, sphere, PartialMatrix};
fn main() {
let gram = {
let mut gram_to_be = PartialMatrix::new();
for j in 0..3 {
for k in j..3 {
gram_to_be.push_sym(j, k, if j == k { 1.0 } else { -1.0 });
}
}
gram_to_be
};
let guess = {
let a: f64 = 0.75_f64.sqrt();
DMatrix::from_columns(&[
sphere(1.0, 0.0, 0.0, 1.0),
sphere(-0.5, a, 0.0, 1.0),
sphere(-0.5, -a, 0.0, 1.0)
])
};
println!();
let (config, _, success, history) = realize_gram(
&gram, guess, &[],
1.0e-12, 0.5, 0.9, 1.1, 200, 110
);
print!("\nCompleted Gram matrix:{}", config.tr_mul(&*Q) * &config);
if success {
println!("Target accuracy achieved!");
} else {
println!("Failed to reach target accuracy");
}
println!("Steps: {}", history.scaled_loss.len() - 1);
println!("Loss: {}", history.scaled_loss.last().unwrap());
println!("\nStep │ Loss\n─────┼────────────────────────────────");
for (step, scaled_loss) in history.scaled_loss.into_iter().enumerate() {
println!("{:<4}{}", step, scaled_loss);
}
}