new version of bp

This commit is contained in:
Vitor Santos Costa
2012-03-22 11:33:24 +00:00
parent 6e36498cac
commit 21d317b223
91 changed files with 1255511 additions and 3840 deletions

View File

@@ -3,6 +3,7 @@
#include "VarElimSolver.h"
#include "ElimGraph.h"
#include "Factor.h"
#include "Util.h"
VarElimSolver::VarElimSolver (const BayesNet& bn) : Solver (&bn)
@@ -30,23 +31,23 @@ VarElimSolver::~VarElimSolver (void)
ParamSet
Params
VarElimSolver::getPosterioriOf (VarId vid)
{
assert (factorGraph_->getFgVarNode (vid));
FgVarNode* vn = factorGraph_->getFgVarNode (vid);
assert (vn);
if (vn->hasEvidence()) {
ParamSet params (vn->nrStates(), 0.0);
Params params (vn->nrStates(), 0.0);
params[vn->getEvidence()] = 1.0;
return params;
}
return getJointDistributionOf (VarIdSet() = {vid});
return getJointDistributionOf (VarIds() = {vid});
}
ParamSet
VarElimSolver::getJointDistributionOf (const VarIdSet& vids)
Params
VarElimSolver::getJointDistributionOf (const VarIds& vids)
{
factorList_.clear();
varFactors_.clear();
@@ -55,10 +56,11 @@ VarElimSolver::getJointDistributionOf (const VarIdSet& vids)
introduceEvidence();
chooseEliminationOrder (vids);
processFactorList (vids);
ParamSet params = factorList_.back()->getParameters();
factorList_.back()->freeDistribution();
Params params = factorList_.back()->getParameters();
if (Globals::logDomain) {
Util::fromLog (params);
}
delete factorList_.back();
Util::normalize (params);
return params;
}
@@ -99,7 +101,7 @@ VarElimSolver::introduceEvidence (void)
if (factor->nrVariables() == 1) {
factorList_[idxs[j]] = 0;
} else {
factorList_[idxs[j]]->removeInconsistentEntries (
factorList_[idxs[j]]->absorveEvidence (
varNodes[i]->varId(), varNodes[i]->getEvidence());
}
}
@@ -110,10 +112,10 @@ VarElimSolver::introduceEvidence (void)
void
VarElimSolver::chooseEliminationOrder (const VarIdSet& vids)
VarElimSolver::chooseEliminationOrder (const VarIds& vids)
{
if (bayesNet_) {
ElimGraph graph = ElimGraph (*bayesNet_);
ElimGraph graph (*bayesNet_);
elimOrder_ = graph.getEliminatingOrder (vids);
} else {
const FgVarSet& varNodes = factorGraph_->getVarNodes();
@@ -130,33 +132,31 @@ VarElimSolver::chooseEliminationOrder (const VarIdSet& vids)
void
VarElimSolver::processFactorList (const VarIdSet& vids)
VarElimSolver::processFactorList (const VarIds& vids)
{
for (unsigned i = 0; i < elimOrder_.size(); i++) {
// cout << "-----------------------------------------" << endl;
// cout << "Eliminating " << elimOrder_[i];
// cout << " in the following factors:" << endl;
// printActiveFactors();
eliminate (elimOrder_[i]);
}
Factor* thisIsTheEnd = new Factor();
Factor* finalFactor = new Factor();
for (unsigned i = 0; i < factorList_.size(); i++) {
if (factorList_[i]) {
thisIsTheEnd->multiplyByFactor (*factorList_[i]);
factorList_[i]->freeDistribution();
finalFactor->multiply (*factorList_[i]);
delete factorList_[i];
factorList_[i] = 0;
}
}
VarIdSet vidsWithoutEvidence;
VarIds unobservedVids;
for (unsigned i = 0; i < vids.size(); i++) {
if (factorGraph_->getFgVarNode (vids[i])->hasEvidence() == false) {
vidsWithoutEvidence.push_back (vids[i]);
unobservedVids.push_back (vids[i]);
}
}
thisIsTheEnd->orderVariables (vidsWithoutEvidence);
factorList_.push_back (thisIsTheEnd);
finalFactor->reorderVariables (unobservedVids);
finalFactor->normalize();
factorList_.push_back (finalFactor);
}
@@ -164,30 +164,25 @@ VarElimSolver::processFactorList (const VarIdSet& vids)
void
VarElimSolver::eliminate (VarId elimVar)
{
FgVarNode* vn = factorGraph_->getFgVarNode (elimVar);
Factor* result = 0;
FgVarNode* vn = factorGraph_->getFgVarNode (elimVar);
vector<unsigned>& idxs = varFactors_.find (elimVar)->second;
//cout << "eliminating " << setw (5) << elimVar << ":" ;
for (unsigned i = 0; i < idxs.size(); i++) {
unsigned idx = idxs[i];
if (factorList_[idx]) {
if (result == 0) {
result = new Factor(*factorList_[idx]);
//cout << " " << factorList_[idx]->label();
} else {
result->multiplyByFactor (*factorList_[idx]);
//cout << " x " << factorList_[idx]->label();
result->multiply (*factorList_[idx]);
}
factorList_[idx]->freeDistribution();
delete factorList_[idx];
factorList_[idx] = 0;
}
}
if (result != 0 && result->nrVariables() != 1) {
result->removeVariable (vn->varId());
result->sumOut (vn->varId());
factorList_.push_back (result);
// cout << endl <<" factor size=" << result->size() << endl;
const VarIdSet& resultVarIds = result->getVarIds();
const VarIds& resultVarIds = result->getVarIds();
for (unsigned i = 0; i < resultVarIds.size(); i++) {
vector<unsigned>& idxs =
varFactors_.find (resultVarIds[i])->second;
@@ -203,7 +198,7 @@ VarElimSolver::printActiveFactors (void)
{
for (unsigned i = 0; i < factorList_.size(); i++) {
if (factorList_[i] != 0) {
factorList_[i]->printFactor();
factorList_[i]->print();
cout << endl;
}
}