forked from StudioInfinity/dyna3
feat: Engine diagnostics (#92)
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: StudioInfinity/dyna3#92 Co-authored-by: Vectornaut <vectornaut@nobody@nowhere.net> Co-committed-by: Vectornaut <vectornaut@nobody@nowhere.net>
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4cb3262555
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17 changed files with 1120 additions and 150 deletions
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@ -23,8 +23,11 @@ use crate::{
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project_sphere_to_normalized,
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realize_gram,
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sphere,
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ConfigNeighborhood,
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ConfigSubspace,
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ConstraintProblem
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ConstraintProblem,
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DescentHistory,
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Realization
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},
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outline::OutlineItem,
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specified::SpecifiedValue
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@ -547,7 +550,11 @@ pub struct Assembly {
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pub tangent: Signal<ConfigSubspace>,
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// indexing
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pub elements_by_id: Signal<BTreeMap<String, Rc<dyn Element>>>
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pub elements_by_id: Signal<BTreeMap<String, Rc<dyn Element>>>,
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// realization diagnostics
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pub realization_status: Signal<Result<(), String>>,
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pub descent_history: Signal<DescentHistory>
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}
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impl Assembly {
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@ -556,7 +563,9 @@ impl Assembly {
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elements: create_signal(BTreeSet::new()),
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regulators: create_signal(BTreeSet::new()),
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tangent: create_signal(ConfigSubspace::zero(0)),
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elements_by_id: create_signal(BTreeMap::default())
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elements_by_id: create_signal(BTreeMap::default()),
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realization_status: create_signal(Ok(())),
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descent_history: create_signal(DescentHistory::new())
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}
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}
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@ -687,31 +696,49 @@ impl Assembly {
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console_log!("Old configuration:{:>8.3}", problem.guess);
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// look for a configuration with the given Gram matrix
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let (config, tangent, success, history) = realize_gram(
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let Realization { result, history } = realize_gram(
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&problem, 1.0e-12, 0.5, 0.9, 1.1, 200, 110
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);
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/* DEBUG */
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// report the outcome of the search
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if success {
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console_log!("Target accuracy achieved!")
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// report the outcome of the search in the browser console
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if let Err(ref message) = result {
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console_log!("❌️ {message}");
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} else {
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console_log!("Failed to reach target accuracy")
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console_log!("✅️ Target accuracy achieved!");
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}
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console_log!("Steps: {}", history.scaled_loss.len() - 1);
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console_log!("Loss: {}", *history.scaled_loss.last().unwrap());
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console_log!("Tangent dimension: {}", tangent.dim());
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console_log!("Loss: {}", history.scaled_loss.last().unwrap());
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if success {
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// read out the solution
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for elt in self.elements.get_clone_untracked() {
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elt.representation().update(
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|rep| rep.set_column(0, &config.column(elt.column_index().unwrap()))
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);
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// report the loss history
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self.descent_history.set(history);
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match result {
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Ok(ConfigNeighborhood { config, nbhd: tangent }) => {
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/* DEBUG */
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// report the tangent dimension
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console_log!("Tangent dimension: {}", tangent.dim());
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// report the realization status
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self.realization_status.set(Ok(()));
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// read out the solution
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for elt in self.elements.get_clone_untracked() {
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elt.representation().update(
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|rep| rep.set_column(0, &config.column(elt.column_index().unwrap()))
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);
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}
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// save the tangent space
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self.tangent.set_silent(tangent);
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},
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Err(message) => {
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// report the realization status. the `Err(message)` we're
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// setting the status to has a different type than the
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// `Err(message)` we received from the match: we're changing the
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// `Ok` type from `Realization` to `()`
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self.realization_status.set(Err(message))
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}
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// save the tangent space
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self.tangent.set_silent(tangent);
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}
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}
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