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nprodHHMM.cpp
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#include "nprodHHMM.h"
namespace hhmm{
//constructor for root Node.
nprodHHMM::nprodHHMM(vector<uint32_t> const& _stateNum,uint32_t _dim)
:baseHHMM(0,nullptr),
transMat(_stateNum[0],_stateNum[0]+1)
{
if(_stateNum.size() < 2){exit(1);}
else{
vector<uint32_t> nextNum(++begin(_stateNum),end(_stateNum));
for(uint32_t t=0;t<_stateNum[0];++t){
children.push_back(up<baseHHMM>(new nprodHHMM(nextNum,_dim,1,this)));
}
}
uint32_t i;
for(i=0;i<children.size();++i){
convert.insert(pair<uint64_t,uint32_t>(reinterpret_cast<uint64_t>(children[i].get()),i));
}
convert.insert(pair<uint64_t,uint32_t>(0,i));
pi = 1.0;
}
//constructor for not-root Node
nprodHHMM::nprodHHMM(vector<uint32_t> const& _stateNum,uint32_t _dim,uint32_t _level,baseHHMM* _parent)
:baseHHMM(_level,_parent),
transMat(_stateNum[0],_stateNum[0]+1)
{
if(_stateNum.size() > 1){
vector<uint32_t> nextNum(++begin(_stateNum),end(_stateNum));
for(uint32_t t=0;t<_stateNum[0];++t){
children.push_back(up<baseHHMM>(new nprodHHMM(nextNum,_dim,_level+1,this)));
}
}
else if(_stateNum.size() == 1){
for(uint32_t t=0;t<_stateNum[0];++t){
children.push_back(up<baseHHMM>(new prodHHMM(_level+1,_dim,this)));
}
}
uint32_t i;
for(i=0;i<children.size();++i){
convert.insert(pair<uint64_t,uint32_t>(reinterpret_cast<uint64_t>(children[i].get()),i));
}
convert.insert(pair<uint64_t,uint32_t>(0,i));
}
MatrixXld& nprodHHMM::trans()
{
return transMat;
}
long double nprodHHMM::trans(baseHHMM* a)
{
return transMat(convert[reinterpret_cast<uint64_t>(a)],convert[0]);
}
long double nprodHHMM::trans(up<baseHHMM> const& a)
{
return transMat(convert[reinterpret_cast<uint64_t>(a.get())],convert[0]);
}
long double nprodHHMM::trans(const up<baseHHMM>& a,const up<baseHHMM>& b)
{
return transMat(convert[reinterpret_cast<uint64_t>(a.get())],
convert[reinterpret_cast<uint64_t>(b.get())]);
}
long double nprodHHMM::trans(baseHHMM* a,const up<baseHHMM>& b)
{
return transMat(convert[reinterpret_cast<uint64_t>(a)],
convert[reinterpret_cast<uint64_t>(b.get())]);
}
long double nprodHHMM::trans(const up<baseHHMM>& a,baseHHMM* b)
{
return transMat(convert[reinterpret_cast<uint64_t>(a.get())],
convert[reinterpret_cast<uint64_t>(b)]);
}
void nprodHHMM::cpyTransMat(MatrixXld const& x)
{
transMat = x;
}
void nprodHHMM::clearParam()
{
pi = 0.0;
transMat.setZero();
for(auto& c:children){c->clearParam();}
}
void nprodHHMM::initParam(vector<long double> const& xs)
{
mt19937 gen(children.size());
//initiation of the vertical transition probability.
vector<uint32_t> alpha(children.size(),1);
ytd::dirichlet_distribution<long double> dd0(alpha);
auto x = dd0(gen);
for(uint32_t i=0;i<children.size();++i){
children[i]->setPi() = x[i];
}
//initiation of the horizontal transition probability.
alpha.push_back(1);
ytd::dirichlet_distribution<long double> dd1(alpha);
for(uint32_t i=0;i<transMat.rows();++i){
auto y = dd1(gen);
transMat.row(i) = Map<VectorXld>(&y[0],y.size());
}
for(auto& c:children){c->initParam(xs);}
}
long double& nprodHHMM::setTrans(baseHHMM* a,const up<baseHHMM>& b)
{
return transMat(convert[reinterpret_cast<uint64_t>(a)],
convert[reinterpret_cast<uint64_t>(b.get())]);
}
void nprodHHMM::check()
{
cout << "trans" << endl;
cout << transMat << endl;
cout << "pi of children" << endl;
for(auto& c:children){
cout << c->getPi() << " ";
}
cout << endl;
for(auto& c:children){c->check();}
}
void nprodHHMM::log(uint32_t loop,uint32_t ID,string const& toDir)
{
ofstream ofs(toDir + "state/" + to_string(ID),ios::out | ios::app);
ofs << "loop " << loop << endl;
for(auto& c:children){
ofs << c->getPi() << " ";
}
ofs << endl;
ofs << transMat << endl;
for(uint32_t i=0;i<children.size();++i){
children[i]->log(loop,ID*10+i,toDir);
}
}
}