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operators.cpp
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operators.cpp
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#include "operators.h"
#include <stdlib.h>
treeNode::treeNode(bool empty, double prb, double dcy, int ord, double mprb, int dpth) {
if (!empty) mutate(prb,dcy,ord,mprb,dpth); else {
prob =prb;
decay=dcy;
order=ord;
mprob=mprb;
}
//for (int i=0;i<ZERO_MAX;++i) { zero_x[i]= 5.0*(double)random()/(double)RAND_MAX; zero_y[i]=5.0*(double)random()/(double)RAND_MAX; }
opmask=~0;
}
treeNode::~treeNode() {
for (unsigned int i=0;i<subnode.size();++i) delete subnode[i];
}
int treeNode::mutate(double prb, double dcy, int ord, double mprb, int dpth) {
prob =prb;
decay=dcy;
order=ord;
mprob=mprb;
depth=dpth;
int m=0;
double probability_of_idNode=((double)rand()/(double)RAND_MAX);
if ((probability_of_idNode>prob) || (depth>MAXDEPTH)) {
scalar=(((double)rand()/(double)RAND_MAX)*2.0)-1.0;
opType=OP_ID;
++m;
} else {
double probability_of_mutation=((double)rand()/(double)RAND_MAX);
if ((probability_of_mutation<mprob) || (subnode.size()==0)) {
/*for (int i=0;i<ZERO_MAX;++i) {
zero_x[i]=5.0*(double)random()/(double)RAND_MAX; zero_y[i]=5.0*(double)random()/(double)RAND_MAX;
} */
scalar=(((double)rand()/(double)RAND_MAX)*2.0)-1.0;
opType=rand();
opType*=rand();
opType&=~ALLOP;
++m;
switch(rand()%4) {
case 0: opType|=OP_TANH; break;
case 1: opType|=OP_GAUSS; break;
case 2: opType|=OP_SIN; break;
case 3: opType|=OP_COS; break;
}
m+=createSubnodes();
}
}
return(m);
}
void treeNode::clear() {
for (unsigned int i=0;i<subnode.size();++i) delete subnode[i];
subnode.clear();
}
int treeNode::createSubnodes() {
unsigned int nrOfSubnodes=(rand()%(order-1))+2;
if (subnode.size()<nrOfSubnodes) do {
subnode.insert(subnode.end(),new treeNode(false,prob*(1.0-decay),decay,order,mprob,++depth));
} while (subnode.size()<nrOfSubnodes);
if (subnode.size()>nrOfSubnodes) do {
delete subnode[0];
subnode.erase(subnode.begin());
} while (subnode.size()>nrOfSubnodes);
int m=0;
for (unsigned i=0;i<subnode.size();++i) m+=subnode[i]->mutate(prob*(1.0-decay),decay,order,mprob,++depth);
return(m);
}
unsigned long long treeNode::getOpMask() { return(opmask); }
void treeNode::setOpMask(unsigned long long opMask) {
ot=opType & opMask;
opmask=opMask;
for (unsigned i=0;i<subnode.size();++i) subnode[i]->setOpMask(opMask);
}
D4 treeNode::get(double x, double y) {
D4 v;
if (ot & OP_ID) {
/*for (int i=0;i<4;++i) {
double
x1=fabs(x-zero_x[i]), y1=fabs(y-zero_y[i]),
x2=fabs(x-zero_x[i]+5.0), y2=fabs(y-zero_y[i]+5.0),
x3=fabs(x-zero_x[i]-5.0), y3=fabs(y-zero_y[i]-5.0);
if (x2<x1) x1=x2;
if (y2<y1) y1=y2;
if (x3<x1) x1=x3;
if (y3<y1) y1=y3;
double n=8.0;
double d=pow((pow(x1,n)+pow(y1,n)),1.0/n);
v[i]=d;
}*/
v[0]=x; v[1]=y; v[2]=-x; v[3]=-y;
} else {
if (ot & OP_MULT) {
v[0]=1.0; v[1]=1.0; v[2]=1.0; v[3]=1.0; for (unsigned int i=0;i<subnode.size();++i) v*= subnode[i]->get(x,y);
} else
if (ot & OP_QMULT) {
v[0]=1.0; v[1]=0.0; v[2]=0.0; v[3]=0.0; for (unsigned int i=0;i<subnode.size();++i) v=v%subnode[i]->get(x,y);
} else {
v[0]=0.0; v[1]=0.0; v[2]=0.0; v[3]=0.0; for (unsigned int i=0;i<subnode.size();++i) v+=subnode[i]->get(x,y);
if (subnode.size()>0) {
double q=1.0/(double)subnode.size();
v[0]*=q;
v[1]*=q;
v[2]*=q;
v[3]*=q;
}
}
if (ot & OP_ADDS0) v[0]+=scalar;
if (ot & OP_ADDS1) v[1]+=scalar;
if (ot & OP_ADDS2) v[2]+=scalar;
if (ot & OP_ADDS3) v[3]+=scalar;
if (ot & OP_PERM01) { double d=v[0]; v[0]=v[1]; v[1]=d; }
if (ot & OP_PERM02) { double d=v[0]; v[0]=v[2]; v[2]=d; }
if (ot & OP_PERM03) { double d=v[0]; v[0]=v[3]; v[3]=d; }
if (ot & OP_PERM12) { double d=v[1]; v[1]=v[2]; v[2]=d; }
if (ot & OP_PERM13) { double d=v[1]; v[1]=v[3]; v[3]=d; }
if (ot & OP_PERM23) { double d=v[2]; v[2]=v[3]; v[3]=d; }
if (opType & OP_PADD01) v[0]+=v[1];
if (opType & OP_PADD02) v[0]+=v[2];
if (opType & OP_PADD03) v[0]+=v[3];
if (opType & OP_PADD10) v[1]+=v[0];
if (opType & OP_PADD12) v[1]+=v[2];
if (opType & OP_PADD13) v[1]+=v[3];
if (opType & OP_PADD20) v[2]+=v[0];
if (opType & OP_PADD21) v[2]+=v[1];
if (opType & OP_PADD23) v[2]+=v[3];
if (opType & OP_PADD30) v[3]+=v[0];
if (opType & OP_PADD31) v[3]+=v[1];
if (opType & OP_PADD32) v[3]+=v[2];
for (int i=0;i<4;++i) v[i]*=scalar;
if (ot & OP_TANH) {
for (unsigned int i=0;i<4;++i) v[i]=tanh(v[i]);
} else
if (ot & OP_GAUSS) {
for (unsigned int i=0;i<4;++i) v[i]=2.0/(exp(fabs(v[i])))-1.0;
} else
if (ot & OP_SIN) {
for (unsigned int i=0;i<4;++i) v[i]=sin(v[i]);
} else
if (ot & OP_COS) {
for (unsigned int i=0;i<4;++i) v[i]=cos(v[i]);
} else {
for (unsigned int i=0;i<4;++i) v[i]=sin(v[i]);
}
}
return(v);
}
void treeNode::setNodeType(unsigned long long nr) { opType=nr; }
unsigned long long treeNode::getNodeType () { return(opType); }
treeNode* treeNode::copy() {
treeNode *t=new treeNode(true,prob,decay,order,mprob,depth);
t->scalar=scalar;
t->opType=opType;
// for (int i=0;i<ZERO_MAX;++i) { t->zero_x[i]=zero_x[i]; t->zero_y[i]=zero_y[i]; }
t->subnode.clear();
if (!(opType & OP_ID))
for (unsigned int i=0;i<subnode.size();++i) t->subnode.insert(t->subnode.end(),subnode[i]->copy());
return(t);
}
bool treeNode::save(const char *filename) {
ofstream ofs(filename,ios::out);
if (ofs) {
ofs << opmask << endl;
save(ofs);
ofs.close();
return(true);
}
return(false);
}
bool treeNode::load(const char *filename) {
ifstream ifs(filename,ios::in);
if (ifs) {
clear();
ifs >> opmask;
load(ifs);
ifs.close();
setOpMask(opmask);
return(true);
}
return(false);
}
void treeNode::load(ifstream &ifs) {
int subnodes;
ifs >> subnodes;
ifs >> scalar;
ifs >> opType;
for (int i=0;i<subnodes;++i) {
subnode.insert(subnode.end(),new treeNode(true,0,0,0,0,0));
subnode[i]->load(ifs);
}
}
void treeNode::save(ofstream &ofs) {
ofs << subnode.size() << " " << scalar << " " << opType << endl;
for (unsigned int i=0;i<subnode.size();++i) subnode[i]->save(ofs);
}