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249
src/factorization.rs
Normal file
249
src/factorization.rs
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@ -0,0 +1,249 @@
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use core::fmt;
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use std::{cmp::Ordering, fmt::Display};
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use crate::language::{EquationLanguage, Rational, RATIONAL_ONE, RATIONAL_ZERO};
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use egg::{Id, RecExpr};
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#[derive(Debug,Clone,Copy)]
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pub struct PolyStat {
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degree: usize,
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factors: usize, // non-constant factors
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ops: usize,
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monomial: bool,
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sum_of_monomials: bool,
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monic: bool,
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factorized: bool, // a product of monic polynomials and at least one constant
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}
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#[derive(Debug,Clone,Copy)]
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pub enum FactorizationCost {
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UnwantedOps,
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Polynomial(PolyStat)
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}
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fn score(cost: FactorizationCost) -> usize {
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match cost {
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FactorizationCost::UnwantedOps => 10000,
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FactorizationCost::Polynomial(p) =>
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if !p.factorized {
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1000 + p.ops
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} else {
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100 * (9 - p.factors) + p.ops
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},
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}
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}
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impl PartialEq for FactorizationCost {
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fn eq(&self, other: &Self) -> bool {
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score(*self) == score(*other)
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}
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}
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impl PartialOrd for FactorizationCost {
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fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
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usize::partial_cmp(&score(*self), &score(*other))
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}
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}
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pub struct FactorizationCostFn;
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impl egg::CostFunction<EquationLanguage> for FactorizationCostFn {
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type Cost = FactorizationCost;
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fn cost<C>(&mut self, enode: &EquationLanguage, mut costs: C) -> Self::Cost
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where
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C: FnMut(Id) -> Self::Cost,
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{
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match enode {
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EquationLanguage::Add([a,b]) => {
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match (costs(*a), costs(*b)) {
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(FactorizationCost::Polynomial(p1),FactorizationCost::Polynomial(p2)) => {
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// we only ever want to add monomials
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let result_monic = if p1.degree > p2.degree {
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p1.monic
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} else if p2.degree > p1.degree {
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p2.monic
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} else {
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false
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};
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if !p1.sum_of_monomials || !p2.sum_of_monomials {
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FactorizationCost::UnwantedOps
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} else {
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FactorizationCost::Polynomial(PolyStat {
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degree: usize::max(p1.degree, p2.degree),
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factors: 1,
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ops: p1.ops + p2.ops,
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monomial: false,
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sum_of_monomials: p1.sum_of_monomials && p2.sum_of_monomials,
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monic: result_monic,
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factorized: result_monic,
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})
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}
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},
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_ => FactorizationCost::UnwantedOps
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}
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},
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EquationLanguage::Mul([a,b]) => {
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match (costs(*a), costs(*b)) {
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(FactorizationCost::Polynomial(p1), FactorizationCost::Polynomial(p2)) => {
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FactorizationCost::Polynomial(PolyStat {
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degree: p1.degree + p2.degree,
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factors: p1.factors + p2.factors,
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ops: p1.ops + p2.ops,
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monomial: p1.monomial && p2.monomial,
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sum_of_monomials: p1.monomial && p2.monomial,
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monic: p1.monic && p2.monic,
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factorized: (p1.monic && p2.factorized) || (p2.monic && p1.factorized)
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})
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},
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_ => FactorizationCost::UnwantedOps
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}
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},
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EquationLanguage::Num(c) => {
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FactorizationCost::Polynomial(PolyStat {
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degree: 0,
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factors: 0,
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ops: 0,
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monomial: true,
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sum_of_monomials: true,
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monic: false,
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factorized: true
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})
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},
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EquationLanguage::Unknown => {
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FactorizationCost::Polynomial(PolyStat {
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degree: 1,
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factors: 1,
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ops: 0,
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monomial: true,
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sum_of_monomials: true,
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monic: true,
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factorized: true
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})
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},
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_ => FactorizationCost::UnwantedOps,
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}
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}
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}
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#[derive(Debug,Clone)]
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pub struct Factorization {
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pub constant_factor: Rational,
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pub polynomials: Vec<Vec<Rational>>,
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}
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impl Display for Factorization {
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fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
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if self.constant_factor != RATIONAL_ONE {
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write!(f, "{}", self.constant_factor)?;
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}
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for poly in &self.polynomials {
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write!(f, "(")?;
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for (deg, coeff) in poly.iter().enumerate() {
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if deg == 0 {
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write!(f, "{}", coeff)?;
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} else if deg == 1 {
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write!(f, " + {}x", coeff)?;
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} else {
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write!(f, " + {}x^{}", coeff, deg)?;
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}
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}
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write!(f, ")")?;
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}
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Ok(())
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}
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}
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pub fn extract_factorization(expr: &RecExpr<EquationLanguage>) -> Factorization {
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let root_id: Id = Id::from(expr.as_ref().len()-1);
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let mut constant_factor: Option<Rational> = None;
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let mut factors: Vec<Vec<Rational>> = Vec::new();
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let mut todo: Vec<Id> = Vec::new();
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todo.push(root_id);
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while todo.len() > 0 {
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let id = todo.pop().unwrap();
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match &expr[id] {
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EquationLanguage::Mul([a,b]) => {
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todo.push(*a);
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todo.push(*b);
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},
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EquationLanguage::Num(x) => {
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assert!(constant_factor.is_none());
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constant_factor = Some(x.clone());
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},
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_ => {
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factors.push(extract_polynomial(expr, id));
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}
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}
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}
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Factorization {
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constant_factor: constant_factor.unwrap_or_else(||RATIONAL_ONE.clone()),
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polynomials: factors
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}
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}
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fn extract_polynomial(expr: &RecExpr<EquationLanguage>, id: Id) -> Vec<Rational> {
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let mut result: Vec<Rational> = Vec::new();
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let mut todo: Vec<Id> = Vec::new();
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todo.push(id);
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while todo.len() > 0 {
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let id = todo.pop().unwrap();
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match &expr[id] {
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EquationLanguage::Add([a,b]) => {
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todo.push(*a);
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todo.push(*b);
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},
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_ => {
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let (deg, coeff) = extract_monomial(expr, id);
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result.resize(result.len().max(deg), RATIONAL_ZERO.clone());
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if result.len() <= deg {
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result.push(coeff);
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} else {
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assert!(result[deg] == RATIONAL_ZERO);
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result[deg] = coeff;
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}
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}
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}
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}
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result
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}
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fn extract_monomial(expr: &RecExpr<EquationLanguage>, id: Id) -> (usize, Rational) {
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let mut coeff: Option<Rational> = None;
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let mut deg: usize = 0;
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let mut todo: Vec<Id> = Vec::new();
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todo.push(id);
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while todo.len() > 0 {
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let id = todo.pop().unwrap();
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match &expr[id] {
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EquationLanguage::Unknown => {
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deg += 1;
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},
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EquationLanguage::Mul([a,b]) => {
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todo.push(*a);
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todo.push(*b);
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},
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EquationLanguage::Num(x) => {
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assert!(coeff.is_none());
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coeff = Some(x.clone());
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},
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_ => {
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panic!("Not a rational polynomial in normal form!");
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}
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}
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}
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(deg, coeff.unwrap_or_else(||RATIONAL_ONE.clone()))
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}
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@ -1,3 +1,5 @@
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pub mod language;
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pub mod normal_form;
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pub mod parse;
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pub mod factorization;
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pub mod output;
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272
src/main.rs
272
src/main.rs
@ -1,24 +1,35 @@
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use egg::{Extractor, Pattern, RecExpr, Runner};
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use solveq::language::{RULES, EquationLanguage, PlusTimesCostFn, FactorizationCostFn};
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use egg::{AstSize, EGraph, Extractor, Id, Pattern, RecExpr, Runner};
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use solveq::factorization::{extract_factorization, FactorizationCost, FactorizationCostFn};
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use solveq::language::{ConstantFold, EquationLanguage, FactorizationCostFn, PlusTimesCostFn, Rational, RULES};
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use solveq::normal_form::analyze3;
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use solveq::parse::parse_equation;
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use solveq::output::print_term;
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static TEST_EQUATIONS: &[&str] = &[
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"(x + 50) * 10 - 150 - 100",
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"(x - 2) * (x + 2) - 0",
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"x ^ 2 - 4",
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"x ^ 2 - 2 - 0",
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"x ^ 2 - (2 * x + 15)",
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"(x ^ 2 - 2 * x - 15) * (x + 5) - 0",
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"x ^ 3 + 3 * x ^ 2 - 25 * x - 75 - 0",
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"(x + 50) * 10 - 150 = 100",
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"(x - 2) * (x + 2) = 0",
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"x ^ 2 = 4",
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"x ^ 2 - 2 = 0",
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"x ^ 2 = 2 * x + 15",
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"(x ^ 2 - 2 * x - 15) * (x + 5) = 0",
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"x ^ 3 + 3 * x ^ 2 - 25 * x - 75 = 0",
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];
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fn main() {
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for eq in TEST_EQUATIONS {
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let start = parse_equation(*eq).unwrap();
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// println!("{:?}", &start);
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// do transformation to left - right = 0
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fn main() {
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let expr: RecExpr<EquationLanguage> = "(* x (+ x -2))".parse().unwrap();
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println!("{:?}", get_expression_cost(&expr));
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for eq in TEST_EQUATIONS {
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println!("Equation: {}", *eq);
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let mut start = parse_equation(*eq).unwrap();
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let root_id = Id::from(start.as_ref().len()-1);
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let EquationLanguage::Equals([left, right]) = start[root_id]
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else { panic!("Not an equation without an equals sign!"); };
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start[root_id] = EquationLanguage::Sub([left, right]);
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println!("Parsed: {}", &start);
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let mut runner = Runner::default()
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.with_explanations_enabled()
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@ -29,198 +40,55 @@ fn main() {
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let (best_cost, best_expr) = extractor.find_best(runner.roots[0]);
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println!("{}", start);
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println!("{:?} {:?}", best_cost, <RecExpr<EquationLanguage> as AsRef<[EquationLanguage]>>::as_ref(&best_expr));
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// println!("{:?} {:?}", best_cost, <RecExpr<EquationLanguage> as AsRef<[EquationLanguage]>>::as_ref(&best_expr));
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println!("Best expresssion: {} {:?}", best_expr, best_cost);
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println!("");
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}
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// let root = runner.roots[0];
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// let egraph = &runner.egraph;
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// let pattern: Pattern<EquationLanguage> = "(+ (* ?a (* x x)) ?c)".parse().unwrap();
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// let matches = pattern.search(&egraph);
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// println!("{:?}", egraph.classes().count());
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// Analyze
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// analyze3(egraph, runner.roots[0]);
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/*
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for class in egraph.classes() {
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if monic_nonconst_polynomial(egraph, class.id).is_some() {
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let (_, best_expr) = extractor.find_best(class.id);
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println!("Monomial: {}", best_expr);
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}
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}
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println!("{:?}", &matches);
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*/
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let factorization = extract_factorization(&best_expr);
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// println!("{}", runner.explain_equivalence(&start, &best_expr).get_flat_string());
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println!("Factorized normal form: {}", factorization);
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let mut solutions: Vec<String> = Vec::new();
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for poly in &factorization.polynomials {
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if poly.len() == 2 { // linear factor
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let Rational { num, denom } = &poly[0];
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solutions.push(format!("x = {}", Rational { num: -*num, denom: *denom }));
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} else if poly.len() == 3 { // quadratic factor
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let Rational { num: num0, denom: denom0 } = &poly[0];
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let Rational { num: num1, denom: denom1 } = &poly[1];
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let sol1 = format!("- ({num1})/(2 * ({denom1})) + ((({num1})/(2 * ({denom1}))) ^ 2 - ({num0}) / ({denom0})) ^ (1/2)");
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let sol2 = format!("- ({num1})/(2 * ({denom1})) - ((({num1})/(2 * ({denom1}))) ^ 2 - ({num0}) / ({denom0})) ^ (1/2)");
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let expr = parse_equation(&sol1).unwrap();
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let runner = Runner::default()
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.with_expr(&expr)
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.run(&*RULES);
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let extractor = Extractor::new(&runner.egraph, AstSize);
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let (_, simplified_expr) = extractor.find_best(runner.roots[0]);
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solutions.push(format!("x = {}", print_term(&simplified_expr)));
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let expr = parse_equation(&sol2).unwrap();
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let runner = Runner::default()
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.with_expr(&expr)
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.run(&*RULES);
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let extractor = Extractor::new(&runner.egraph, AstSize);
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let (_, simplified_expr) = extractor.find_best(runner.roots[0]);
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solutions.push(format!("x = {}", print_term(&simplified_expr)));
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}
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}
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println!("Solutions: {{ {} }}", solutions.join(", "));
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println!("");
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}
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}
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/*
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fn power_of_x(egraph: &EGraph, eclass: Id) -> Option<usize> {
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for n in &egraph[eclass].nodes {
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match *n {
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EquationLanguage::Unknown => { return Some(1) },
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EquationLanguage::Mul([a,b]) => {
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let Some(left) = power_of_x(egraph, a) else { continue };
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let Some(right) = power_of_x(egraph, b) else { continue };
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return Some(left + right);
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},
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_ => {}
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}
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}
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None
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fn get_expression_cost(expr: &RecExpr<EquationLanguage>) -> FactorizationCost {
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let mut egraph = EGraph::new(ConstantFold::default());
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let id = egraph.add_expr(expr);
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let extractor = Extractor::new(&egraph, FactorizationCostFn);
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let (cost, _) = extractor.find_best(id);
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cost
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}
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fn monomial(egraph: &EGraph, eclass: Id) -> Option<(usize, Rational)> {
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if let Some(deg) = power_of_x(egraph, eclass) {
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return Some((deg, RATIONAL_ONE.clone()));
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}
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for n in &egraph[eclass].nodes {
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match *n {
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EquationLanguage::Mul([a,b]) => {
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let Some(coeff) = egraph[a].data.clone() else { continue };
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let Some(deg) = power_of_x(egraph, b) else { continue };
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return Some((deg, coeff));
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},
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_ => {}
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}
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}
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None
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}
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// this is either a power_of_x, or a sum of this and a monomial
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fn monic_nonconst_polynomial(egraph: &EGraph, eclass: Id) -> Option<Vec<Rational>> {
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let mut result: Vec<Rational> = Vec::new();
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if let Some(deg) = power_of_x(egraph, eclass) {
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result.resize(deg - 1, RATIONAL_ZERO);
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result.push(RATIONAL_ONE.clone());
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return Some(result);
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}
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for n in &egraph[eclass].nodes {
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match *n {
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EquationLanguage::Add([a,b]) => {
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let Some(mut leading) = monic_nonconst_polynomial(egraph, a)
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else { continue };
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let Some(addon) = monomial(egraph, b)
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else { continue };
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if leading.len() <= addon.0 || leading[addon.0] != RATIONAL_ZERO {
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continue;
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}
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leading[addon.0] = addon.1.clone();
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return Some(leading);
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},
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_ => {},
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}
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}
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None
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}
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*/
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/*
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fn analyze(egraph: &EGraph, _id: Id) {
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let mut types: HashMap<Id, SpecialTerm> = HashMap::new();
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let mut todo: VecDeque<Id> = VecDeque::new();
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// todo.push_back(runner.roots[0]);
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for cls in egraph.classes() {
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todo.push_back(cls.id);
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}
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'todo: while todo.len() > 0 {
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let id = todo.pop_front().unwrap();
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if types.contains_key(&id) {
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continue 'todo;
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}
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if let Some(c) = &egraph[id].data {
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types.insert(id, SpecialTerm::Constant(c.clone()));
|
||||
continue 'todo;
|
||||
}
|
||||
|
||||
'nodes: for n in &egraph[id].nodes {
|
||||
match *n {
|
||||
EquationLanguage::Unknown => {
|
||||
types.insert(id, SpecialTerm::PowerOfX(1));
|
||||
continue 'todo;
|
||||
},
|
||||
EquationLanguage::Mul([a,b]) => {
|
||||
if !types.contains_key(&a) {
|
||||
todo.push_back(a);
|
||||
todo.push_back(id);
|
||||
continue 'nodes;
|
||||
}
|
||||
|
||||
if !types.contains_key(&b) {
|
||||
todo.push_back(b);
|
||||
todo.push_back(id);
|
||||
continue 'nodes;
|
||||
}
|
||||
|
||||
match (&types[&a], &types[&b]) {
|
||||
(SpecialTerm::PowerOfX(dega), SpecialTerm::PowerOfX(degb)) => {
|
||||
types.insert(id, SpecialTerm::PowerOfX(*dega + *degb));
|
||||
},
|
||||
(SpecialTerm::Constant(coeff), SpecialTerm::PowerOfX(deg)) => {
|
||||
types.insert(id, SpecialTerm::Monomial(*deg, coeff.clone()));
|
||||
},
|
||||
_ => { continue 'nodes; },
|
||||
}
|
||||
continue 'todo;
|
||||
},
|
||||
EquationLanguage::Add([a,b]) => {
|
||||
if !types.contains_key(&a) {
|
||||
todo.push_front(a);
|
||||
todo.push_back(id);
|
||||
continue 'todo;
|
||||
}
|
||||
|
||||
if !types.contains_key(&b) {
|
||||
todo.push_front(b);
|
||||
todo.push_back(id);
|
||||
continue 'todo;
|
||||
}
|
||||
|
||||
match (&types[&a], &types[&b]) {
|
||||
(SpecialTerm::MonicNonconstPoly(poly), SpecialTerm::Monomial(deg, coeff)) => {
|
||||
if poly.len() <= *deg || poly[*deg] != RATIONAL_ZERO {
|
||||
continue 'nodes;
|
||||
}
|
||||
|
||||
let mut poly = poly.clone();
|
||||
poly[*deg] = coeff.clone();
|
||||
types.insert(id, SpecialTerm::MonicNonconstPoly(poly));
|
||||
},
|
||||
_ => { continue 'nodes; },
|
||||
}
|
||||
continue 'todo;
|
||||
},
|
||||
_ => {},
|
||||
}
|
||||
}
|
||||
|
||||
types.insert(id, SpecialTerm::Other);
|
||||
}
|
||||
|
||||
for (id, ty) in &types {
|
||||
if !matches!(ty, &SpecialTerm::Other) {
|
||||
println!("{:?}", &ty);
|
||||
}
|
||||
}
|
||||
}
|
||||
*/
|
||||
|
66
src/output.rs
Normal file
66
src/output.rs
Normal file
@ -0,0 +1,66 @@
|
||||
use egg::{RecExpr, Id};
|
||||
use crate::language::EquationLanguage;
|
||||
|
||||
// there is already a Display implementation generated by define_langauge!
|
||||
// but we want an alternative string conversion
|
||||
pub fn print_term(expr: &RecExpr<EquationLanguage>) -> String {
|
||||
let root_id = Id::from(expr.as_ref().len()-1);
|
||||
print_term_inner(expr, root_id).0
|
||||
}
|
||||
|
||||
// the second result is the precedence of the top level op: 1 = '+-', 2 = '*/', 3 = '^', 4 = primitive
|
||||
fn print_term_inner(expr: &RecExpr<EquationLanguage>, id: Id) -> (String, usize) {
|
||||
match &expr[id] {
|
||||
EquationLanguage::Num(c) => {
|
||||
(format!("{}", c), if c.denom == 1 { 4 } else { 2 })
|
||||
},
|
||||
EquationLanguage::Neg([a]) => {
|
||||
(print_unary(expr, *a, "-", 1), 1)
|
||||
},
|
||||
EquationLanguage::Add([a,b]) => {
|
||||
(print_binary(expr, *a, *b, "+", 1), 1)
|
||||
},
|
||||
EquationLanguage::Sub([a,b]) => {
|
||||
(print_binary(expr, *a, *b, "-", 1), 1)
|
||||
},
|
||||
EquationLanguage::Mul([a,b]) => {
|
||||
(print_binary(expr, *a, *b, "*", 2), 2)
|
||||
},
|
||||
EquationLanguage::Div([a,b]) => {
|
||||
(print_binary(expr, *a, *b, "/", 2), 2)
|
||||
},
|
||||
EquationLanguage::Power([a,b]) => {
|
||||
(print_binary(expr, *a, *b, "^", 3), 3)
|
||||
},
|
||||
_ => unimplemented!()
|
||||
}
|
||||
}
|
||||
|
||||
fn print_unary(expr: &RecExpr<EquationLanguage>, a: Id, op: &str, precedence: usize) -> String {
|
||||
let (astr, aprec) = print_term_inner(expr, a);
|
||||
|
||||
if aprec > precedence {
|
||||
format!("{}{}", op, astr)
|
||||
} else {
|
||||
format!("{}({})", op, astr)
|
||||
}
|
||||
}
|
||||
|
||||
fn print_binary(expr: &RecExpr<EquationLanguage>, a: Id, b: Id, op: &str, precedence: usize) -> String {
|
||||
let (astr, aprec) = print_term_inner(expr, a);
|
||||
let (bstr, bprec) = print_term_inner(expr, b);
|
||||
|
||||
if aprec > precedence {
|
||||
if bprec > precedence {
|
||||
format!("{} {} {}", astr, op, bstr)
|
||||
} else {
|
||||
format!("{} {} ({})", astr, op, bstr)
|
||||
}
|
||||
} else {
|
||||
if bprec > precedence {
|
||||
format!("({}) {} {}", astr, op, bstr)
|
||||
} else {
|
||||
format!("({}) {} ({})", astr, op, bstr)
|
||||
}
|
||||
}
|
||||
}
|
@ -26,15 +26,15 @@ fn parse_equation_inner(input: &str, expr: &mut RecExpr<EquationLanguage>) -> Re
|
||||
}
|
||||
|
||||
match c {
|
||||
'^' if precedence > 3 => {
|
||||
'^' if precedence >= 3 => {
|
||||
operator_position = Some(i);
|
||||
precedence = 3;
|
||||
},
|
||||
'*' | '/' if precedence > 2 => {
|
||||
'*' | '/' if precedence >= 2 => {
|
||||
operator_position = Some(i);
|
||||
precedence = 2;
|
||||
},
|
||||
'-' | '+' if precedence > 1 => {
|
||||
'-' | '+' if precedence >= 1 => {
|
||||
operator_position = Some(i);
|
||||
precedence = 1;
|
||||
},
|
||||
|
Loading…
Reference in New Issue
Block a user