// [[file:../lbfgs.note::*lj.rs][lj.rs:1]] use vecfx::*; #[derive(Clone, Copy, Debug)] pub struct LennardJones { /// Energy constant of the Lennard-Jones potential pub epsilon: f64, /// Distance constant of the Lennard-Jones potential pub sigma: f64, } impl Default for LennardJones { fn default() -> Self { LennardJones { epsilon: 1.0, sigma: 1.0, } } } impl LennardJones { // vij fn pair_energy(&self, r: f64) -> f64 { let s6 = f64::powi(self.sigma / r, 6); 4.0 * self.epsilon * (f64::powi(s6, 2) - s6) } // dvij fn pair_gradient(&self, r: f64) -> f64 { let s6 = f64::powi(self.sigma / r, 6); 24.0 * self.epsilon * (s6 - 2.0 * f64::powi(s6, 2)) / r } /// Evaluate energy and forces pub fn evaluate(&self, positions: &[[f64; 3]], forces: &mut [[f64; 3]]) -> f64 { let n = positions.len(); debug_assert_eq!(n, forces.len(), "positions.len() != forces.len()"); // initialize with zeros let mut energy = 0.0; for i in 0..n { for j in 0..3 { forces[i][j] = 0.0; } } // calculate energy and forces for i in 0..n { for j in 0..i { let r = positions[i].vecdist(&positions[j]); energy += self.pair_energy(r); let g = self.pair_gradient(r); for k in 0..3 { let dr = positions[j][k] - positions[i][k]; forces[i][k] += 1.0 * g * dr / r; forces[j][k] += -1.0 * g * dr / r; } } } energy } } fn main() { use liblbfgs::{lbfgs, Progress}; let mut lj = LennardJones::default(); // LJ38 let mut positions = [ 50.27754123, 50.04898929, 50.13164926, 49.54021264, 50.20208324, 49.33142540, 50.36795885, 50.91366213, 49.53932153, 49.71004612, 49.12254218, 50.30950773, 51.59992702, 50.93225616, 49.75465016, 49.54096326, 50.01499737, 50.89785480, 49.27589571, 49.40276757, 51.78288271, 50.84293978, 51.39416756, 50.37578558, 50.85011555, 49.18468518, 49.88733738, 50.48954837, 48.31866393, 50.39752223, 49.54570033, 50.99619360, 50.39370291, 50.83198382, 49.97838559, 49.15111253, 48.68259959, 51.76333286, 50.71665986, 48.78703201, 50.74137148, 48.70964574, 50.46846546, 50.64822201, 51.05913458, 50.32617974, 51.72202742, 51.25600177, 48.98719425, 48.57072315, 50.86630469, 49.41532317, 48.01960200, 49.86479222, 50.33160898, 51.97929717, 49.55667898, 50.05747126, 48.65423592, 51.34871762, 49.47506697, 52.40222682, 50.09998700, 50.08941533, 50.76191893, 48.51033008, 49.66096522, 52.51096459, 51.72590563, 49.26806275, 51.61276429, 49.24438196, 51.33222714, 48.66903395, 51.03264292, 48.82443599, 48.10619401, 51.83279474, 49.32661434, 51.45251656, 51.52447147, 48.60626152, 50.67040668, 51.00622736, 48.66876297, 50.02851267, 49.95976353, 48.45421774, 49.58111803, 50.93806524, 49.23169585, 49.11782673, 49.33972073, 50.51551634, 47.49882067, 49.67074204, 50.53443706, 49.65001264, 51.43455000, 51.64327906, 48.46431354, 49.94896031, 51.54629763, 49.42747135, 51.83066872, 49.51504504, 50.47172337, 51.84485663, 49.10265035, 52.00399992, 52.61150826, 49.66462610, 47.60012985, 50.93620680]; // liblbfgs::lbfgs().minimize( // &mut positions, // |x: &[f64], gx: &mut [f64]| { // let energy = lj.evaluate(x.as_3d(), gx.as_mut_3d()); // gx.vecscale(-1.0); // Ok(energy) // }, // |prgr| { // println!("Iteration {}, Evaluation: {}", &prgr.niter, &prgr.neval); // println!( // " fx = {}, gnorm = {}, step = {}", // &prgr.fx, &prgr.gnorm, &prgr.step // ); // println!(""); // prgr.gnorm < 0.1 // }, // ).unwrap(); // Iterator interface // liblbfgs::lbfgs_iter().minimize( // positions.to_vec(), // |x: &[f64], out: &mut liblbfgs::Output| { // out.fx = lj.evaluate(x.as_3d(), out.gx.as_mut_3d()); // out.gx.vecscale(-1.0); // Ok(()) // }, // |prgr| { // println!("Iteration {}, Evaluation: {}", &prgr.niter, &prgr.neval); // println!( // " fx = {}, gnorm = {}, step = {}", // &prgr.fx, &prgr.gnorm, &prgr.step // ); // println!(""); // prgr.gnorm < 0.1 // }, // ).unwrap(); // let steps = liblbfgs::lbfgs_iter() .minimize(positions.to_vec(), |x: &[f64], out: &mut liblbfgs::Output| { out.fx = lj.evaluate(x.as_3d(), out.gx.as_mut_3d()); out.gx.vecscale(-1.0); Ok(()) }).unwrap(); for (x, i) in steps.take(500).zip(1..) { println!( "niter = {:5}, fx = {:-10.4}, gnorm = {:-10.4}, ncalls = {}", i, x.fx, x.gnorm, x.ncalls ); if x.gnorm <= 0.1 { break; } } } // lj.rs:1 ends here