#ifndef HORUS_BPSOLVER_H #define HORUS_BPSOLVER_H #include #include #include #include "Solver.h" #include "Factor.h" #include "FactorGraph.h" #include "Util.h" using namespace std; class SpLink { public: SpLink (FacNode* fn, VarNode* vn) { fac_ = fn; var_ = vn; v1_.resize (vn->range(), LogAware::log (1.0 / vn->range())); v2_.resize (vn->range(), LogAware::log (1.0 / vn->range())); currMsg_ = &v1_; nextMsg_ = &v2_; residual_ = 0.0; } virtual ~SpLink (void) { }; FacNode* facNode (void) const { return fac_; } VarNode* varNode (void) const { return var_; } const Params& message (void) const { return *currMsg_; } Params& nextMessage (void) { return *nextMsg_; } double residual (void) const { return residual_; } void clearResidual (void) { residual_ = 0.0; } void updateResidual (void) { residual_ = LogAware::getMaxNorm (v1_,v2_); } virtual void updateMessage (void) { swap (currMsg_, nextMsg_); } string toString (void) const { stringstream ss; ss << fac_->getLabel(); ss << " -- " ; ss << var_->label(); return ss.str(); } protected: FacNode* fac_; VarNode* var_; Params v1_; Params v2_; Params* currMsg_; Params* nextMsg_; double residual_; }; typedef vector SpLinkSet; class SPNodeInfo { public: void addSpLink (SpLink* link) { links_.push_back (link); } const SpLinkSet& getLinks (void) { return links_; } private: SpLinkSet links_; }; class BpSolver : public Solver { public: BpSolver (const FactorGraph&); virtual ~BpSolver (void); Params solveQuery (VarIds); virtual void printSolverFlags (void) const; virtual Params getPosterioriOf (VarId); virtual Params getJointDistributionOf (const VarIds&); protected: void runSolver (void); virtual void createLinks (void); virtual void maxResidualSchedule (void); virtual void calcFactorToVarMsg (SpLink*); virtual Params getVarToFactorMsg (const SpLink*) const; virtual Params getJointByConditioning (const VarIds&) const; SPNodeInfo* ninf (const VarNode* var) const { return varsI_[var->getIndex()]; } SPNodeInfo* ninf (const FacNode* fac) const { return facsI_[fac->getIndex()]; } void calculateAndUpdateMessage (SpLink* link, bool calcResidual = true) { if (Globals::verbosity > 2) { cout << "calculating & updating " << link->toString() << endl; } calcFactorToVarMsg (link); if (calcResidual) { link->updateResidual(); } link->updateMessage(); } void calculateMessage (SpLink* link, bool calcResidual = true) { if (Globals::verbosity > 2) { cout << "calculating " << link->toString() << endl; } calcFactorToVarMsg (link); if (calcResidual) { link->updateResidual(); } } void updateMessage (SpLink* link) { link->updateMessage(); if (Globals::verbosity > 2) { cout << "updating " << link->toString() << endl; } } struct CompareResidual { inline bool operator() (const SpLink* link1, const SpLink* link2) { return link1->residual() > link2->residual(); } }; SpLinkSet links_; unsigned nIters_; vector varsI_; vector facsI_; bool runned_; const FactorGraph* fg_; typedef multiset SortedOrder; SortedOrder sortedOrder_; typedef unordered_map SpLinkMap; SpLinkMap linkMap_; private: void initializeSolver (void); bool converged (void); virtual void printLinkInformation (void) const; }; #endif // HORUS_BPSOLVER_H