Thu, 26 Feb 2026 11:38:43 -0500
General forward operators, separation of measures into own crate, and other architecture improvements to support the pointsource_pde crate.
//! Type definitions and re-exports use numeric_literals::replace_float_literals; use alg_tools::iterate::LogRepr; use colored::ColoredString; use serde::{Deserialize, Serialize}; pub use alg_tools::error::DynResult; pub use alg_tools::loc::Loc; pub use alg_tools::sets::Cube; pub use alg_tools::types::*; // use crate::measures::DiscreteMeasure; /// [`Float`] with extra display and string conversion traits such that [`clap`] doesn't choke up. pub trait ClapFloat: Float + std::str::FromStr<Err = std::num::ParseFloatError> + std::fmt::Display { } impl ClapFloat for f32 {} impl ClapFloat for f64 {} /// Structure for storing iteration statistics #[derive(Debug, Clone, Serialize)] pub struct IterInfo<F: Float = f64> { /// Function value pub value: F, /// Number of spikes pub n_spikes: usize, /// Number of iterations this statistic covers pub this_iters: usize, /// Number of spikes inserted since last IterInfo statistic pub inserted: usize, /// Number of spikes removed by merging since last IterInfo statistic pub merged: usize, /// Number of spikes removed by pruning since last IterInfo statistic pub pruned: usize, /// Number of inner iterations since last IterInfo statistic pub inner_iters: usize, /// Tuple of (transported mass, source mass) pub untransported_fraction: Option<(F, F)>, /// Tuple of (|destination mass - untransported_mass|, transported mass) pub transport_error: Option<(F, F)>, /// Current tolerance pub ε: F, // /// Solve fin.dim problem for this measure to get the optimal `value`. // pub postprocessing : Option<RNDM<N, F>>, } impl<F: Float> IterInfo<F> { /// Initialise statistics with zeros. `ε` and `value` are unspecified. pub fn new() -> Self { IterInfo { value: F::NAN, n_spikes: 0, this_iters: 0, merged: 0, inserted: 0, pruned: 0, inner_iters: 0, ε: F::NAN, // postprocessing : None, untransported_fraction: None, transport_error: None, } } } #[replace_float_literals(F::cast_from(literal))] impl<F> LogRepr for IterInfo<F> where F: LogRepr + Float, { fn logrepr(&self) -> ColoredString { format!( "{}\t| N = {}, ε = {:.8}, 𝔼inner_it = {}, 𝔼ins/mer/pru = {}/{}/{}{}{}", self.value.logrepr(), self.n_spikes, self.ε, self.inner_iters as float / self.this_iters.max(1) as float, self.inserted as float / self.this_iters.max(1) as float, self.merged as float / self.this_iters.max(1) as float, self.pruned as float / self.this_iters.max(1) as float, match self.untransported_fraction { None => format!(""), Some((a, b)) => if b > 0.0 { format!(", untransported {:.2}%", 100.0 * a / b) } else { format!("") }, }, match self.transport_error { None => format!(""), Some((a, b)) => if b > 0.0 { format!(", transport error {:.2}%", 100.0 * a / b) } else { format!("") }, } ) .as_str() .into() } } /// Branch and bound refinement settings #[derive(Clone, Copy, Eq, PartialEq, Serialize, Deserialize, Debug)] #[serde(default)] pub struct RefinementSettings<F: Float> { /// Function value tolerance multiplier for bisection tree refinement in /// [`alg_tools::bisection_tree::BTFN::maximise`] and related functions. pub tolerance_mult: F, /// Maximum branch and bound steps pub max_steps: usize, } #[replace_float_literals(F::cast_from(literal))] impl<F: Float> Default for RefinementSettings<F> { fn default() -> Self { RefinementSettings { tolerance_mult: 0.1, max_steps: 50000, } } } /// Data term type #[derive(Clone, Copy, PartialEq, Serialize, Deserialize, Debug)] pub enum DataTermType { /// $\\|z\\|\_2^2/2$ L222, /// $\\|z\\|\_1$ L1, } pub use alg_tools::mapping::Lipschitz; /// Trait for norm-bounded functions. pub trait NormBounded<M> { type FloatType: Float; /// Returns a bound on the values of this function object in the `M`-norm. fn norm_bound(&self, m: M) -> Self::FloatType; }