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authorJohan B. C. Engelen <jbc.engelen@swissonline.ch>2007-08-14 20:54:48 +0000
committerjohanengelen <johanengelen@users.sourceforge.net>2007-08-14 20:54:48 +0000
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parentFix for bug #1752113; added set_preview_widget_active(false) to FileSaveDialo... (diff)
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+/** root finding for sbasis functions.
+ * Copyright 2006 N Hurst
+ * Copyright 2007 JF Barraud
+ *
+ * It is more efficient to find roots of f(t) = c_0, c_1, ... all at once, rather than iterating.
+ *
+ * Todo/think about:
+ * multi-roots using bernstein method, one approach would be:
+ sort c
+ take median and find roots of that
+ whenever a segment lies entirely on one side of the median,
+ find the median of the half and recurse.
+
+ in essence we are implementing quicksort on a continuous function
+
+ * the gsl poly roots finder is faster than bernstein too, but we don't use it for 3 reasons:
+
+ a) it requires convertion to poly, which is numerically unstable
+
+ b) it requires gsl (which is currently not a dependency, and would bring in a whole slew of unrelated stuff)
+
+ c) it finds all roots, even complex ones. We don't want to accidently treat a nearly real root as a real root
+
+From memory gsl poly roots was about 10 times faster than bernstein in the case where all the roots
+are in [0,1] for polys of order 5. I spent some time working out whether eigenvalue root finding
+could be done directly in sbasis space, but the maths was too hard for me. -- njh
+
+jfbarraud: eigenvalue root finding could be done directly in sbasis space ?
+
+njh: I don't know, I think it should. You would make a matrix whose characteristic polynomial was
+correct, but do it by putting the sbasis terms in the right spots in the matrix. normal eigenvalue
+root finding makes a matrix that is a diagonal + a row along the top. This matrix has the property
+that its characteristic poly is just the poly whose coefficients are along the top row.
+
+Now an sbasis function is a linear combination of the poly coeffs. So it seems to me that you
+should be able to put the sbasis coeffs directly into a matrix in the right spots so that the
+characteristic poly is the sbasis. You'll still have problems b) and c).
+
+We might be able to lift an eigenvalue solver and include that directly into 2geom. Eigenvalues
+also allow you to find intersections of multiple curves but require solving n*m x n*m matrices.
+
+ **/
+
+#include <cmath>
+#include <map>
+
+#include "sbasis.h"
+#include "sbasis-to-bezier.h"
+#include "solver.h"
+
+using namespace std;
+
+namespace Geom{
+
+Interval bounds_exact(SBasis const &a) {
+ Interval result = Interval(a.at0(), a.at1());
+ SBasis df = derivative(a);
+ vector<double>extrema = roots(df);
+ for (unsigned i=0; i<extrema.size(); i++){
+ result.extendTo(a(extrema[i]));
+ }
+ return result;
+}
+
+Interval bounds_fast(const SBasis &sb, int order) {
+ Interval res;
+ for(int j = sb.size()-1; j>=order; j--) {
+ double a=sb[j][0];
+ double b=sb[j][1];
+
+ double t, v;
+ v = res[0];
+ if (v<0) t = ((b-a)/v+1)*0.5;
+ if (v>=0 || t<0 || t>1) {
+ res[0] = std::min(a,b);
+ }else{
+ res[0]=lerp(t, a+v*t, b);
+ }
+
+ v = res[1];
+ if (v>0) t = ((b-a)/v+1)*0.5;
+ if (v<=0 || t<0 || t>1) {
+ res[1] = std::max(a,b);
+ }else{
+ res[1]=lerp(t, a+v*t, b);
+ }
+ }
+ if (order>0) res*=pow(.25,order);
+ return res;
+}
+
+Interval bounds_local(const SBasis &sb, const Interval &i, int order) {
+ double t0=i.min(), t1=i.max(), lo=0., hi=0.;
+ for(int j = sb.size()-1; j>=order; j--) {
+ double a=sb[j][0];
+ double b=sb[j][1];
+
+ double t;
+ if (lo<0) t = ((b-a)/lo+1)*0.5;
+ if (lo>=0 || t<t0 || t>t1) {
+ lo = std::min(a*(1-t0)+b*t0+lo*t0*(1-t0),a*(1-t1)+b*t1+lo*t1*(1-t1));
+ }else{
+ lo = lerp(t, a+lo*t, b);
+ }
+
+ if (hi>0) t = ((b-a)/hi+1)*0.5;
+ if (hi<=0 || t<t0 || t>t1) {
+ hi = std::max(a*(1-t0)+b*t0+hi*t0*(1-t0),a*(1-t1)+b*t1+hi*t1*(1-t1));
+ }else{
+ hi = lerp(t, a+hi*t, b);
+ }
+ }
+ Interval res = Interval(lo,hi);
+ if (order>0) res*=pow(.25,order);
+ return res;
+}
+
+//-- multi_roots ------------------------------------
+// goal: solve f(t)=c for several c at once.
+/* algo: -compute f at both ends of the given segment [a,b].
+ -compute bounds m<df(t)<M for df on the segment.
+ let c and C be the levels below and above f(a):
+ going from f(a) down to c with slope m takes at least time (f(a)-c)/m
+ going from f(a) up to C with slope M takes at least time (C-f(a))/M
+ From this we conclude there are no roots before a'=a+min((f(a)-c)/m,(C-f(a))/M).
+ Do the same for b: compute some b' such that there are no roots in (b',b].
+ -if [a',b'] is not empty, repeat the process with [a',(a'+b')/2] and [(a'+b')/2,b'].
+ unfortunately, extra care is needed about rounding errors, and also to avoid the repetition of roots,
+ making things tricky and unpleasant...
+*/
+//TODO: Make sure the code is "rounding-errors proof" and take care about repetition of roots!
+
+
+static int upper_level(vector<double> const &levels,double x,double tol=0.){
+ return(upper_bound(levels.begin(),levels.end(),x-tol)-levels.begin());
+}
+
+static void multi_roots_internal(SBasis const &f,
+ SBasis const &df,
+ std::vector<double> const &levels,
+ std::vector<std::vector<double> > &roots,
+ double htol,
+ double vtol,
+ double a,
+ double fa,
+ double b,
+ double fb){
+
+ if (f.size()==0){
+ int idx;
+ idx=upper_level(levels,0,vtol);
+ if (idx<(int)levels.size()&&fabs(levels.at(idx))<=vtol){
+ roots[idx].push_back(a);
+ roots[idx].push_back(b);
+ }
+ return;
+ }
+////usefull?
+// if (f.size()==1){
+// int idxa=upper_level(levels,fa);
+// int idxb=upper_level(levels,fb);
+// if (fa==fb){
+// if (fa==levels[idxa]){
+// roots[a]=idxa;
+// roots[b]=idxa;
+// }
+// return;
+// }
+// int idx_min=std::min(idxa,idxb);
+// int idx_max=std::max(idxa,idxb);
+// if (idx_max==levels.size()) idx_max-=1;
+// for(int i=idx_min;i<=idx_max; i++){
+// double t=a+(b-a)*(levels[i]-fa)/(fb-fa);
+// if(a<t&&t<b) roots[t]=i;
+// }
+// return;
+// }
+ if ((b-a)<htol){
+ //TODO: use different tol for t and f ?
+ //TODO: unsigned idx ? (remove int casts when fixed)
+ int idx=std::min(upper_level(levels,fa,vtol),upper_level(levels,fb,vtol));
+ if (idx==(int)levels.size()) idx-=1;
+ double c=levels.at(idx);
+ if((fa-c)*(fb-c)<=0||fabs(fa-c)<vtol||fabs(fb-c)<vtol){
+ roots[idx].push_back((a+b)/2);
+ }
+ return;
+ }
+
+ int idxa=upper_level(levels,fa,vtol);
+ int idxb=upper_level(levels,fb,vtol);
+
+ Interval bs = bounds_local(df,Interval(a,b));
+
+ //first times when a level (higher or lower) can be reached from a or b.
+ double ta_hi,tb_hi,ta_lo,tb_lo;
+ ta_hi=ta_lo=b+1;//default values => no root there.
+ tb_hi=tb_lo=a-1;//default values => no root there.
+
+ if (idxa<(int)levels.size() && fabs(fa-levels.at(idxa))<vtol){//a can be considered a root.
+ //ta_hi=ta_lo=a;
+ roots[idxa].push_back(a);
+ ta_hi=ta_lo=a+htol;
+ }else{
+ if (bs.max()>0 && idxa<(int)levels.size())
+ ta_hi=a+(levels.at(idxa )-fa)/bs.max();
+ if (bs.min()<0 && idxa>0)
+ ta_lo=a+(levels.at(idxa-1)-fa)/bs.min();
+ }
+ if (idxb<(int)levels.size() && fabs(fb-levels.at(idxb))<vtol){//b can be considered a root.
+ //tb_hi=tb_lo=b;
+ roots[idxb].push_back(b);
+ tb_hi=tb_lo=b-htol;
+ }else{
+ if (bs.min()<0 && idxb<(int)levels.size())
+ tb_hi=b+(levels.at(idxb )-fb)/bs.min();
+ if (bs.max()>0 && idxb>0)
+ tb_lo=b+(levels.at(idxb-1)-fb)/bs.max();
+ }
+
+ double t0,t1;
+ t0=std::min(ta_hi,ta_lo);
+ t1=std::max(tb_hi,tb_lo);
+ //hum, rounding errors frighten me! so I add this +tol...
+ if (t0>t1+htol) return;//no root here.
+
+ if (fabs(t1-t0)<htol){
+ multi_roots_internal(f,df,levels,roots,htol,vtol,t0,f(t0),t1,f(t1));
+ }else{
+ double t,t_left,t_right,ft,ft_left,ft_right;
+ t_left =t_right =t =(t0+t1)/2;
+ ft_left=ft_right=ft=f(t);
+ int idx=upper_level(levels,ft,vtol);
+ if (idx<(int)levels.size() && fabs(ft-levels.at(idx))<vtol){//t can be considered a root.
+ roots[idx].push_back(t);
+ //we do not want to count it twice (from the left and from the right)
+ t_left =t-htol/2;
+ t_right=t+htol/2;
+ ft_left =f(t_left);
+ ft_right=f(t_right);
+ }
+ multi_roots_internal(f,df,levels,roots,htol,vtol,t0 ,f(t0) ,t_left,ft_left);
+ multi_roots_internal(f,df,levels,roots,htol,vtol,t_right,ft_right,t1 ,f(t1) );
+ }
+}
+
+std::vector<std::vector<double> > multi_roots(SBasis const &f,
+ std::vector<double> const &levels,
+ double htol,
+ double vtol,
+ double a,
+ double b){
+
+ std::vector<std::vector<double> > roots(levels.size(), std::vector<double>());
+
+ SBasis df=derivative(f);
+ multi_roots_internal(f,df,levels,roots,htol,vtol,a,f(a),b,f(b));
+
+ return(roots);
+}
+//-------------------------------------
+
+#if 0
+double Laguerre_internal(SBasis const & p,
+ double x0,
+ double tol,
+ bool & quad_root) {
+ double a = 2*tol;
+ double xk = x0;
+ double n = p.size();
+ quad_root = false;
+ while(a > tol) {
+ //std::cout << "xk = " << xk << std::endl;
+ Linear b = p.back();
+ Linear d(0), f(0);
+ double err = fabs(b);
+ double abx = fabs(xk);
+ for(int j = p.size()-2; j >= 0; j--) {
+ f = xk*f + d;
+ d = xk*d + b;
+ b = xk*b + p[j];
+ err = fabs(b) + abx*err;
+ }
+
+ err *= 1e-7; // magic epsilon for convergence, should be computed from tol
+
+ double px = b;
+ if(fabs(b) < err)
+ return xk;
+ //if(std::norm(px) < tol*tol)
+ // return xk;
+ double G = d / px;
+ double H = G*G - f / px;
+
+ //std::cout << "G = " << G << "H = " << H;
+ double radicand = (n - 1)*(n*H-G*G);
+ //assert(radicand.real() > 0);
+ if(radicand < 0)
+ quad_root = true;
+ //std::cout << "radicand = " << radicand << std::endl;
+ if(G.real() < 0) // here we try to maximise the denominator avoiding cancellation
+ a = - std::sqrt(radicand);
+ else
+ a = std::sqrt(radicand);
+ //std::cout << "a = " << a << std::endl;
+ a = n / (a + G);
+ //std::cout << "a = " << a << std::endl;
+ xk -= a;
+ }
+ //std::cout << "xk = " << xk << std::endl;
+ return xk;
+}
+#endif
+
+void subdiv_sbasis(SBasis const & s,
+ std::vector<double> & roots,
+ double left, double right) {
+ Interval bs = bounds_fast(s);
+ if(bs.min() > 0 || bs.max() < 0)
+ return; // no roots here
+ if(s.tailError(1) < 1e-7) {
+ double t = s[0][0] / (s[0][0] - s[0][1]);
+ roots.push_back(left*(1-t) + t*right);
+ return;
+ }
+ double middle = (left + right)/2;
+ subdiv_sbasis(compose(s, Linear(0, 0.5)), roots, left, middle);
+ subdiv_sbasis(compose(s, Linear(0.5, 1.)), roots, middle, right);
+}
+
+// It is faster to use the bernstein root finder for small degree polynomials (<100?.
+
+std::vector<double> roots(SBasis const & s) {
+ if(s.size() == 0) return std::vector<double>();
+ std::vector<double> b = sbasis_to_bezier(s), r;
+
+ find_bernstein_roots(&b[0], b.size()-1, r, 0, 0., 1.);
+ return r;
+}
+
+};
+
+/*
+ Local Variables:
+ mode:c++
+ c-file-style:"stroustrup"
+ c-file-offsets:((innamespace . 0)(inline-open . 0)(case-label . +))
+ indent-tabs-mode:nil
+ fill-column:99
+ End:
+*/
+// vim: filetype=cpp:expandtab:shiftwidth=4:tabstop=8:softtabstop=4:encoding=utf-8:textwidth=99 :