Adds a `Diagnostics` component that shows the following diagnostics from the last realization: - Confirmation of success or a short description of what failed. - The value of the loss function at each step. - The spectrum of the Hessian at each step. The loss and spectrum plots are shown on switchable panels. Also includes some refactoring/renaming of existing code. Co-authored-by: Aaron Fenyes <aaron.fenyes@fareycircles.ooo> Reviewed-on: #92 Co-authored-by: Vectornaut <vectornaut@nobody@nowhere.net> Co-committed-by: Vectornaut <vectornaut@nobody@nowhere.net>
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17 changed files with 1120 additions and 150 deletions
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@ -1,30 +1,32 @@
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#[path = "common/print.rs"]
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mod print;
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use nalgebra::{DMatrix, DVector};
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use dyna3::engine::{Q, examples::realize_kaleidocycle};
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use dyna3::engine::{ConfigNeighborhood, examples::realize_kaleidocycle};
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fn main() {
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const SCALED_TOL: f64 = 1.0e-12;
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let (config, tangent, success, history) = realize_kaleidocycle(SCALED_TOL);
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print!("Completed Gram matrix:{}", config.tr_mul(&*Q) * &config);
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print!("Configuration:{}", config);
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if success {
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println!("Target accuracy achieved!");
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} else {
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println!("Failed to reach target accuracy");
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let realization = realize_kaleidocycle(SCALED_TOL);
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print::title("Kaleidocycle");
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print::realization_diagnostics(&realization);
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if let Ok(ConfigNeighborhood { config, nbhd: tangent }) = realization.result {
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// print the completed Gram matrix and the realized configuration
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print::gram_matrix(&config);
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print::config(&config);
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// find the kaleidocycle's twist motion by projecting onto the tangent
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// space
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const N_POINTS: usize = 12;
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let up = DVector::from_column_slice(&[0.0, 0.0, 1.0, 0.0]);
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let down = -&up;
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let twist_motion: DMatrix<_> = (0..N_POINTS).step_by(4).flat_map(
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|n| [
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tangent.proj(&up.as_view(), n),
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tangent.proj(&down.as_view(), n+1)
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]
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).sum();
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let normalization = 5.0 / twist_motion[(2, 0)];
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println!("\nTwist motion:{}", (normalization * twist_motion).to_string().trim_end());
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}
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println!("Steps: {}", history.scaled_loss.len() - 1);
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println!("Loss: {}\n", history.scaled_loss.last().unwrap());
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// find the kaleidocycle's twist motion by projecting onto the tangent space
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const N_POINTS: usize = 12;
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let up = DVector::from_column_slice(&[0.0, 0.0, 1.0, 0.0]);
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let down = -&up;
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let twist_motion: DMatrix<_> = (0..N_POINTS).step_by(4).flat_map(
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|n| [
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tangent.proj(&up.as_view(), n),
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tangent.proj(&down.as_view(), n+1)
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]
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).sum();
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let normalization = 5.0 / twist_motion[(2, 0)];
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print!("Twist motion:{}", normalization * twist_motion);
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}
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