From 21d317b2238e39a670b862363ec2a1163407f4c9 Mon Sep 17 00:00:00 2001 From: Vitor Santos Costa Date: Thu, 22 Mar 2012 11:33:24 +0000 Subject: [PATCH] new version of bp --- packages/CLPBN/clpbn/bp/BayesNet.cpp | 104 +- packages/CLPBN/clpbn/bp/BayesNet.h | 16 +- packages/CLPBN/clpbn/bp/BayesNode.cpp | 75 +- packages/CLPBN/clpbn/bp/BayesNode.h | 15 +- packages/CLPBN/clpbn/bp/BnBpSolver.cpp | 543 +- packages/CLPBN/clpbn/bp/BnBpSolver.h | 61 +- packages/CLPBN/clpbn/bp/CFactorGraph.cpp | 53 +- packages/CLPBN/clpbn/bp/CFactorGraph.h | 40 +- packages/CLPBN/clpbn/bp/CbpSolver.cpp | 80 +- packages/CLPBN/clpbn/bp/CbpSolver.h | 12 +- packages/CLPBN/clpbn/bp/ConstraintTree.cpp | 1169 + packages/CLPBN/clpbn/bp/ConstraintTree.h | 189 + packages/CLPBN/clpbn/bp/CptEntry.cpp | 38 - packages/CLPBN/clpbn/bp/CptEntry.h | 43 - packages/CLPBN/clpbn/bp/Distribution.h | 31 +- packages/CLPBN/clpbn/bp/ElimGraph.cpp | 14 +- packages/CLPBN/clpbn/bp/ElimGraph.h | 8 +- packages/CLPBN/clpbn/bp/Factor.cpp | 438 +- packages/CLPBN/clpbn/bp/Factor.h | 48 +- packages/CLPBN/clpbn/bp/FactorGraph.cpp | 66 +- packages/CLPBN/clpbn/bp/FactorGraph.h | 64 +- packages/CLPBN/clpbn/bp/FgBpSolver.cpp | 281 +- packages/CLPBN/clpbn/bp/FgBpSolver.h | 22 +- packages/CLPBN/clpbn/bp/FoveSolver.cpp | 703 + packages/CLPBN/clpbn/bp/FoveSolver.h | 132 + packages/CLPBN/clpbn/bp/GraphicalModel.h | 15 +- packages/CLPBN/clpbn/bp/Histogram.cpp | 126 + packages/CLPBN/clpbn/bp/Histogram.h | 44 + packages/CLPBN/clpbn/bp/Horus.h | 88 + packages/CLPBN/clpbn/bp/HorusCli.cpp | 39 +- packages/CLPBN/clpbn/bp/HorusYap.cpp | 551 +- packages/CLPBN/clpbn/bp/Indexer.h | 301 + packages/CLPBN/clpbn/bp/LiftedUtils.cpp | 120 + packages/CLPBN/clpbn/bp/LiftedUtils.h | 161 + packages/CLPBN/clpbn/bp/Makefile.in | 51 +- packages/CLPBN/clpbn/bp/Parfactor.cpp | 861 + packages/CLPBN/clpbn/bp/Parfactor.h | 124 + packages/CLPBN/clpbn/bp/ParfactorList.cpp | 308 + packages/CLPBN/clpbn/bp/ParfactorList.h | 70 + packages/CLPBN/clpbn/bp/ProbFormula.cpp | 115 + packages/CLPBN/clpbn/bp/ProbFormula.h | 71 + packages/CLPBN/clpbn/bp/Shared.h | 308 - packages/CLPBN/clpbn/bp/Solver.cpp | 10 +- packages/CLPBN/clpbn/bp/Solver.h | 6 +- packages/CLPBN/clpbn/bp/StatesIndexer.h | 246 - packages/CLPBN/clpbn/bp/TinySet.h | 200 + packages/CLPBN/clpbn/bp/Util.cpp | 276 +- packages/CLPBN/clpbn/bp/Util.h | 244 + packages/CLPBN/clpbn/bp/VarElimSolver.cpp | 63 +- packages/CLPBN/clpbn/bp/VarElimSolver.h | 20 +- packages/CLPBN/clpbn/bp/VarNode.h | 4 +- .../clpbn/bp/examples/1parentNchilds.yap | 34 - .../CLPBN/clpbn/bp/examples/bayes-ball a.xml | 76 - .../CLPBN/clpbn/bp/examples/bayes-ball c.xml | 74 - .../CLPBN/clpbn/bp/examples/bp-example.xml | 53 - .../CLPBN/clpbn/bp/examples/burglary-alarm.fg | 47 + packages/CLPBN/clpbn/bp/examples/chain.xml | 58 - packages/CLPBN/clpbn/bp/examples/city1000.fg | 78022 ++ packages/CLPBN/clpbn/bp/examples/city10000.fg | 780022 +++++++++++++++ packages/CLPBN/clpbn/bp/examples/city5000.fg | 390022 ++++++++ .../clpbn/bp/examples/competing_workshops.yap | 18 + .../CLPBN/clpbn/bp/examples/convergence.xml | 54 - .../CLPBN/clpbn/bp/examples/divergence.xml | 51 - packages/CLPBN/clpbn/bp/examples/fail1.yap | 50 + packages/CLPBN/clpbn/bp/examples/fail2.yap | 15 + packages/CLPBN/clpbn/bp/examples/fail3.yap | 18 + .../clpbn/bp/examples/john-mary-call.xml | 106 - .../CLPBN/clpbn/bp/examples/lambda fail.xml | 67 - packages/CLPBN/clpbn/bp/examples/loop.xml | 81 - .../bp/examples/neapolitan-A-F-joint.yap | 55 - .../CLPBN/clpbn/bp/examples/neapolitan.uai | 17 - .../CLPBN/clpbn/bp/examples/neapolitan.xml | 53 - .../CLPBN/clpbn/bp/examples/neapolitan.yap | 36 - .../examples/several-parents-and-childs.xml | 128 - packages/CLPBN/clpbn/bp/examples/smokers_2.fg | 120 + packages/CLPBN/clpbn/bp/examples/smokers_3.fg | 239 + packages/CLPBN/clpbn/bp/examples/smokers_4.fg | 398 + .../CLPBN/clpbn/bp/examples/sp-example.uai | 17 - packages/CLPBN/clpbn/bp/examples/test.uai | 36 - packages/CLPBN/clpbn/bp/examples/test_bn.xml | 128 - packages/CLPBN/clpbn/bp/examples/test_mk.uai | 36 - .../bp/examples/town/run_town_bp_compress.sh | 60 - .../bp/examples/town/run_town_bp_convert.sh | 51 - .../bp/examples/town/run_town_bp_normal.sh | 50 - .../bp/examples/town/run_town_gibbs_tests.sh | 51 - .../bp/examples/town/run_town_jt_tests.sh | 51 - .../bp/examples/town/run_town_ve_tests.sh | 51 - .../CLPBN/clpbn/bp/examples/town/schema.yap | 65 - .../CLPBN/clpbn/bp/examples/town/tables.yap | 46 - .../clpbn/bp/examples/town/town_generator.sh | 59 - .../CLPBN/clpbn/bp/examples/ve_example.xml | 69 - 91 files changed, 1255511 insertions(+), 3840 deletions(-) create mode 100644 packages/CLPBN/clpbn/bp/ConstraintTree.cpp create mode 100644 packages/CLPBN/clpbn/bp/ConstraintTree.h delete mode 100644 packages/CLPBN/clpbn/bp/CptEntry.cpp delete mode 100644 packages/CLPBN/clpbn/bp/CptEntry.h create mode 100644 packages/CLPBN/clpbn/bp/FoveSolver.cpp create mode 100644 packages/CLPBN/clpbn/bp/FoveSolver.h create mode 100644 packages/CLPBN/clpbn/bp/Histogram.cpp create mode 100644 packages/CLPBN/clpbn/bp/Histogram.h create mode 100644 packages/CLPBN/clpbn/bp/Horus.h create mode 100644 packages/CLPBN/clpbn/bp/Indexer.h create mode 100644 packages/CLPBN/clpbn/bp/LiftedUtils.cpp create mode 100644 packages/CLPBN/clpbn/bp/LiftedUtils.h create mode 100644 packages/CLPBN/clpbn/bp/Parfactor.cpp create mode 100644 packages/CLPBN/clpbn/bp/Parfactor.h create mode 100644 packages/CLPBN/clpbn/bp/ParfactorList.cpp create mode 100644 packages/CLPBN/clpbn/bp/ParfactorList.h create mode 100644 packages/CLPBN/clpbn/bp/ProbFormula.cpp create mode 100644 packages/CLPBN/clpbn/bp/ProbFormula.h delete mode 100644 packages/CLPBN/clpbn/bp/Shared.h delete mode 100644 packages/CLPBN/clpbn/bp/StatesIndexer.h create mode 100644 packages/CLPBN/clpbn/bp/TinySet.h create mode 100644 packages/CLPBN/clpbn/bp/Util.h delete mode 100755 packages/CLPBN/clpbn/bp/examples/1parentNchilds.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/bayes-ball a.xml delete mode 100644 packages/CLPBN/clpbn/bp/examples/bayes-ball c.xml delete mode 100755 packages/CLPBN/clpbn/bp/examples/bp-example.xml create mode 100644 packages/CLPBN/clpbn/bp/examples/burglary-alarm.fg delete mode 100644 packages/CLPBN/clpbn/bp/examples/chain.xml create mode 100644 packages/CLPBN/clpbn/bp/examples/city1000.fg create mode 100644 packages/CLPBN/clpbn/bp/examples/city10000.fg create mode 100644 packages/CLPBN/clpbn/bp/examples/city5000.fg create mode 100644 packages/CLPBN/clpbn/bp/examples/competing_workshops.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/convergence.xml delete mode 100644 packages/CLPBN/clpbn/bp/examples/divergence.xml create mode 100644 packages/CLPBN/clpbn/bp/examples/fail1.yap create mode 100644 packages/CLPBN/clpbn/bp/examples/fail2.yap create mode 100644 packages/CLPBN/clpbn/bp/examples/fail3.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/john-mary-call.xml delete mode 100755 packages/CLPBN/clpbn/bp/examples/lambda fail.xml delete mode 100644 packages/CLPBN/clpbn/bp/examples/loop.xml delete mode 100644 packages/CLPBN/clpbn/bp/examples/neapolitan-A-F-joint.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/neapolitan.uai delete mode 100644 packages/CLPBN/clpbn/bp/examples/neapolitan.xml delete mode 100644 packages/CLPBN/clpbn/bp/examples/neapolitan.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/several-parents-and-childs.xml create mode 100644 packages/CLPBN/clpbn/bp/examples/smokers_2.fg create mode 100644 packages/CLPBN/clpbn/bp/examples/smokers_3.fg create mode 100644 packages/CLPBN/clpbn/bp/examples/smokers_4.fg delete mode 100755 packages/CLPBN/clpbn/bp/examples/sp-example.uai delete mode 100644 packages/CLPBN/clpbn/bp/examples/test.uai delete mode 100755 packages/CLPBN/clpbn/bp/examples/test_bn.xml delete mode 100755 packages/CLPBN/clpbn/bp/examples/test_mk.uai delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/run_town_bp_compress.sh delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/run_town_bp_convert.sh delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/run_town_bp_normal.sh delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/run_town_gibbs_tests.sh delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/run_town_jt_tests.sh delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/run_town_ve_tests.sh delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/schema.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/tables.yap delete mode 100644 packages/CLPBN/clpbn/bp/examples/town/town_generator.sh delete mode 100755 packages/CLPBN/clpbn/bp/examples/ve_example.xml diff --git a/packages/CLPBN/clpbn/bp/BayesNet.cpp b/packages/CLPBN/clpbn/bp/BayesNet.cpp index 632b383a6..edffae620 100644 --- a/packages/CLPBN/clpbn/bp/BayesNet.cpp +++ b/packages/CLPBN/clpbn/bp/BayesNet.cpp @@ -8,6 +8,7 @@ #include "xmlParser/xmlParser.h" #include "BayesNet.h" +#include "Util.h" @@ -75,7 +76,7 @@ BayesNet::readFromBifFormat (const char* fileName) } node->setParents (parents); unsigned count = 0; - ParamSet params (nParams); + Params params (nParams); stringstream s (def.getChildNode("TABLE").getText()); while (!s.eof() && count < nParams) { s >> params[count]; @@ -93,27 +94,18 @@ BayesNet::readFromBifFormat (const char* fileName) } setIndexes(); - if (NSPACE == NumberSpace::LOGARITHM) { + if (Globals::logDomain) { distributionsToLogs(); } } -void -BayesNet::addNode (BayesNode* n) -{ - indexMap_.insert (make_pair (n->varId(), nodes_.size())); - nodes_.push_back (n); -} - - - BayesNode* BayesNet::addNode (string label, const States& states) { VarId vid = nodes_.size(); - indexMap_.insert (make_pair (vid, nodes_.size())); + varMap_.insert (make_pair (vid, nodes_.size())); GraphicalModel::addVariableInformation (vid, label, states); BayesNode* node = new BayesNode (VarNode (vid, states.size())); nodes_.push_back (node); @@ -123,56 +115,20 @@ BayesNet::addNode (string label, const States& states) BayesNode* -BayesNet::addNode (VarId vid, - unsigned dsize, - int evidence, - BnNodeSet& parents, - Distribution* dist) +BayesNet::addNode (VarId vid, unsigned dsize, int evidence, Distribution* dist) { - indexMap_.insert (make_pair (vid, nodes_.size())); - nodes_.push_back (new BayesNode (vid, dsize, evidence, parents, dist)); - return nodes_.back(); -} - - - -BayesNode* -BayesNet::addNode (VarId vid, - unsigned dsize, - int evidence, - Distribution* dist) -{ - indexMap_.insert (make_pair (vid, nodes_.size())); + varMap_.insert (make_pair (vid, nodes_.size())); nodes_.push_back (new BayesNode (vid, dsize, evidence, dist)); return nodes_.back(); } -BayesNode* -BayesNet::addNode (string label, - States states, - BnNodeSet& parents, - ParamSet& params) -{ - VarId vid = nodes_.size(); - indexMap_.insert (make_pair (vid, nodes_.size())); - GraphicalModel::addVariableInformation (vid, label, states); - Distribution* dist = new Distribution (params); - BayesNode* node = new BayesNode ( - vid, states.size(), NO_EVIDENCE, parents, dist); - dists_.push_back (dist); - nodes_.push_back (node); - return node; -} - - - BayesNode* BayesNet::getBayesNode (VarId vid) const { - IndexMap::const_iterator it = indexMap_.find (vid); - if (it == indexMap_.end()) { + IndexMap::const_iterator it = varMap_.find (vid); + if (it == varMap_.end()) { return 0; } else { return nodes_[it->second]; @@ -233,7 +189,7 @@ BayesNet::getDistribution (unsigned distId) const { Distribution* dist = 0; for (unsigned i = 0; i < dists_.size(); i++) { - if (dists_[i]->id == distId) { + if (dists_[i]->id == (int) distId) { dist = dists_[i]; break; } @@ -290,33 +246,25 @@ BayesNet::getLeafNodes (void) const BayesNet* BayesNet::getMinimalRequesiteNetwork (VarId vid) const { - return getMinimalRequesiteNetwork (VarIdSet() = {vid}); + return getMinimalRequesiteNetwork (VarIds() = {vid}); } BayesNet* -BayesNet::getMinimalRequesiteNetwork (const VarIdSet& queryVarIds) const +BayesNet::getMinimalRequesiteNetwork (const VarIds& queryVarIds) const { BnNodeSet queryVars; + Scheduling scheduling; for (unsigned i = 0; i < queryVarIds.size(); i++) { - assert (getBayesNode (queryVarIds[i])); - queryVars.push_back (getBayesNode (queryVarIds[i])); + BayesNode* n = getBayesNode (queryVarIds[i]); + assert (n); + queryVars.push_back (n); + scheduling.push (ScheduleInfo (n, false, true)); } - // cout << "query vars: " ; - // for (unsigned i = 0; i < queryVars.size(); i++) { - // cout << queryVars[i]->label() << " " ; - // } - // cout << endl; vector states (nodes_.size(), 0); - Scheduling scheduling; - for (BnNodeSet::const_iterator it = queryVars.begin(); - it != queryVars.end(); it++) { - scheduling.push (ScheduleInfo (*it, false, true)); - } - while (!scheduling.empty()) { ScheduleInfo& sch = scheduling.front(); StateInfo* state = states[sch.node->getIndex()]; @@ -385,7 +333,7 @@ BayesNet::constructGraph (BayesNet* bn, const vector& states) const { BnNodeSet mrnNodes; - vector parents; + vector parents; for (unsigned i = 0; i < nodes_.size(); i++) { bool isRequired = false; if (states[i]) { @@ -394,7 +342,7 @@ BayesNet::constructGraph (BayesNet* bn, states[i]->markedOnTop; } if (isRequired) { - parents.push_back (VarIdSet()); + parents.push_back (VarIds()); if (states[i]->markedOnTop) { const BnNodeSet& ps = nodes_[i]->getParents(); for (unsigned j = 0; j < ps.size(); j++) { @@ -473,7 +421,7 @@ BayesNet::printGraphicalModel (void) const void BayesNet::exportToGraphViz (const char* fileName, bool showNeighborless, - const VarIdSet& highlightVarIds) const + const VarIds& highlightVarIds) const { ofstream out (fileName); if (!out.is_open()) { @@ -556,7 +504,7 @@ BayesNet::exportToBifFormat (const char* fileName) const out << "\t" << parents[j]->label(); out << "" << endl; } - ParamSet params = revertParameterReorder (nodes_[i]->getParameters(), + Params params = revertParameterReorder (nodes_[i]->getParameters(), nodes_[i]->nrStates()); out << "\t" ; for (unsigned j = 0; j < params.size(); j++) { @@ -627,8 +575,8 @@ BayesNet::getAdjacentNodes (int v) const -ParamSet -BayesNet::reorderParameters (const ParamSet& params, unsigned dsize) const +Params +BayesNet::reorderParameters (const Params& params, unsigned dsize) const { // the interchange format for bayesian networks keeps the probabilities // in the following order: @@ -640,7 +588,7 @@ BayesNet::reorderParameters (const ParamSet& params, unsigned dsize) const // p(a2|b2,c1) p(a2|b2,c2). unsigned count = 0; unsigned rowSize = params.size() / dsize; - ParamSet reordered; + Params reordered; while (reordered.size() < params.size()) { unsigned idx = count; for (unsigned i = 0; i < rowSize; i++) { @@ -654,12 +602,12 @@ BayesNet::reorderParameters (const ParamSet& params, unsigned dsize) const -ParamSet -BayesNet::revertParameterReorder (const ParamSet& params, unsigned dsize) const +Params +BayesNet::revertParameterReorder (const Params& params, unsigned dsize) const { unsigned count = 0; unsigned rowSize = params.size() / dsize; - ParamSet reordered; + Params reordered; while (reordered.size() < params.size()) { unsigned idx = count; for (unsigned i = 0; i < dsize; i++) { diff --git a/packages/CLPBN/clpbn/bp/BayesNet.h b/packages/CLPBN/clpbn/bp/BayesNet.h index ae4713b3b..8615aefa7 100644 --- a/packages/CLPBN/clpbn/bp/BayesNet.h +++ b/packages/CLPBN/clpbn/bp/BayesNet.h @@ -8,7 +8,7 @@ #include "GraphicalModel.h" #include "BayesNode.h" -#include "Shared.h" +#include "Horus.h" using namespace std; @@ -53,11 +53,9 @@ class BayesNet : public GraphicalModel ~BayesNet (void); void readFromBifFormat (const char*); - void addNode (BayesNode*); BayesNode* addNode (string, const States&); - BayesNode* addNode (VarId, unsigned, int, BnNodeSet&, Distribution*); +// BayesNode* addNode (VarId, unsigned, int, BnNodeSet&, Distribution*); BayesNode* addNode (VarId, unsigned, int, Distribution*); - BayesNode* addNode (string, States, BnNodeSet&, ParamSet&); BayesNode* getBayesNode (VarId) const; BayesNode* getBayesNode (string) const; VarNode* getVariableNode (VarId) const; @@ -69,7 +67,7 @@ class BayesNet : public GraphicalModel BnNodeSet getRootNodes (void) const; BnNodeSet getLeafNodes (void) const; BayesNet* getMinimalRequesiteNetwork (VarId) const; - BayesNet* getMinimalRequesiteNetwork (const VarIdSet&) const; + BayesNet* getMinimalRequesiteNetwork (const VarIds&) const; void constructGraph ( BayesNet*, const vector&) const; bool isPolyTree (void) const; @@ -78,7 +76,7 @@ class BayesNet : public GraphicalModel void freeDistributions (void); void printGraphicalModel (void) const; void exportToGraphViz (const char*, bool = true, - const VarIdSet& = VarIdSet()) const; + const VarIds& = VarIds()) const; void exportToBifFormat (const char*) const; private: @@ -87,8 +85,8 @@ class BayesNet : public GraphicalModel bool containsUndirectedCycle (void) const; bool containsUndirectedCycle (int, int, vector&)const; vector getAdjacentNodes (int) const; - ParamSet reorderParameters (const ParamSet&, unsigned) const; - ParamSet revertParameterReorder (const ParamSet&, unsigned) const; + Params reorderParameters (const Params&, unsigned) const; + Params revertParameterReorder (const Params&, unsigned) const; void scheduleParents (const BayesNode*, Scheduling&) const; void scheduleChilds (const BayesNode*, Scheduling&) const; @@ -96,7 +94,7 @@ class BayesNet : public GraphicalModel DistSet dists_; typedef unordered_map IndexMap; - IndexMap indexMap_; + IndexMap varMap_; }; diff --git a/packages/CLPBN/clpbn/bp/BayesNode.cpp b/packages/CLPBN/clpbn/bp/BayesNode.cpp index d828d5eb3..f3af27cdf 100644 --- a/packages/CLPBN/clpbn/bp/BayesNode.cpp +++ b/packages/CLPBN/clpbn/bp/BayesNode.cpp @@ -71,7 +71,7 @@ BayesNode::getDistribution (void) -const ParamSet& +const Params& BayesNode::getParameters (void) { return dist_->params; @@ -79,12 +79,12 @@ BayesNode::getParameters (void) -ParamSet +Params BayesNode::getRow (int rowIndex) const { int rowSize = getRowSize(); int offset = rowSize * rowIndex; - ParamSet row (rowSize); + Params row (rowSize); for (int i = 0; i < rowSize; i++) { row[i] = dist_->params[offset + i] ; } @@ -124,41 +124,6 @@ BayesNode::getCptSize (void) -const vector& -BayesNode::getCptEntries (void) -{ - if (dist_->entries.size() == 0) { - unsigned rowSize = getRowSize(); - vector confs (rowSize); - - for (unsigned i = 0; i < rowSize; i++) { - confs[i].resize (parents_.size()); - } - - unsigned nReps = 1; - for (int i = parents_.size() - 1; i >= 0; i--) { - unsigned index = 0; - while (index < rowSize) { - for (unsigned j = 0; j < parents_[i]->nrStates(); j++) { - for (unsigned r = 0; r < nReps; r++) { - confs[index][i] = j; - index++; - } - } - } - nReps *= parents_[i]->nrStates(); - } - - dist_->entries.reserve (rowSize); - for (unsigned i = 0; i < rowSize; i++) { - dist_->entries.push_back (CptEntry (i, confs[i])); - } - } - return dist_->entries; -} - - - int BayesNode::getIndexOfParent (const BayesNode* parent) const { @@ -173,42 +138,20 @@ BayesNode::getIndexOfParent (const BayesNode* parent) const string -BayesNode::cptEntryToString (const CptEntry& entry) const +BayesNode::cptEntryToString ( + int row, + const vector& stateConf) const { stringstream ss; ss << "p(" ; - const DConf& conf = entry.getDomainConfiguration(); - int row = entry.getParameterIndex() / getRowSize(); ss << states()[row]; if (parents_.size() > 0) { ss << "|" ; - for (unsigned int i = 0; i < conf.size(); i++) { + for (unsigned int i = 0; i < stateConf.size(); i++) { if (i != 0) { ss << ","; } - ss << parents_[i]->states()[conf[i]]; - } - } - ss << ")" ; - return ss.str(); -} - - - -string -BayesNode::cptEntryToString (int row, const CptEntry& entry) const -{ - stringstream ss; - ss << "p(" ; - const DConf& conf = entry.getDomainConfiguration(); - ss << states()[row]; - if (parents_.size() > 0) { - ss << "|" ; - for (unsigned int i = 0; i < conf.size(); i++) { - if (i != 0) { - ss << ","; - } - ss << parents_[i]->states()[conf[i]]; + ss << parents_[i]->states()[stateConf[i]]; } } ss << ")" ; @@ -334,7 +277,7 @@ operator << (ostream& o, const BayesNode& node) o << endl; for (unsigned int i = 0; i < states.size(); i++) { - ParamSet row = node.getRow (i); + Params row = node.getRow (i); o << left << setw (domainWidth) << states[i] << right; for (unsigned j = 0; j < node.getRowSize(); j++) { o << setw (widths[j]) << row[j]; diff --git a/packages/CLPBN/clpbn/bp/BayesNode.h b/packages/CLPBN/clpbn/bp/BayesNode.h index 2e0086aa6..9a39a1402 100644 --- a/packages/CLPBN/clpbn/bp/BayesNode.h +++ b/packages/CLPBN/clpbn/bp/BayesNode.h @@ -4,9 +4,8 @@ #include #include "VarNode.h" -#include "CptEntry.h" #include "Distribution.h" -#include "Shared.h" +#include "Horus.h" using namespace std; @@ -22,17 +21,14 @@ class BayesNode : public VarNode void addChild (BayesNode*); void setDistribution (Distribution*); Distribution* getDistribution (void); - const ParamSet& getParameters (void); - ParamSet getRow (int) const; - void setProbability (int, const CptEntry&, double); + const Params& getParameters (void); + Params getRow (int) const; bool isRoot (void); bool isLeaf (void); bool hasNeighbors (void) const; int getCptSize (void); - const vector& getCptEntries (void); int getIndexOfParent (const BayesNode*) const; - string cptEntryToString (const CptEntry&) const; - string cptEntryToString (int, const CptEntry&) const; + string cptEntryToString (int, const vector&) const; const BnNodeSet& getParents (void) const { return parents_; } const BnNodeSet& getChilds (void) const { return childs_; } @@ -42,9 +38,8 @@ class BayesNode : public VarNode return dist_->params.size() / nrStates(); } - double getProbability (int row, const CptEntry& entry) + double getProbability (int row, unsigned col) { - int col = entry.getParameterIndex(); int idx = (row * getRowSize()) + col; return dist_->params[idx]; } diff --git a/packages/CLPBN/clpbn/bp/BnBpSolver.cpp b/packages/CLPBN/clpbn/bp/BnBpSolver.cpp index f5206c65c..a42ff72a0 100644 --- a/packages/CLPBN/clpbn/bp/BnBpSolver.cpp +++ b/packages/CLPBN/clpbn/bp/BnBpSolver.cpp @@ -9,12 +9,11 @@ #include #include "BnBpSolver.h" +#include "Indexer.h" BnBpSolver::BnBpSolver (const BayesNet& bn) : Solver (&bn) { bayesNet_ = &bn; - jointCalcType_ = CHAIN_RULE; - //jointCalcType_ = JUNCTION_NODE; } @@ -39,21 +38,18 @@ BnBpSolver::runSolver (void) start = clock(); } initializeSolver(); - if (!BpOptions::useAlwaysLoopySolver && bayesNet_->isPolyTree()) { - runPolyTreeSolver(); - } else { - runLoopySolver(); - if (DL >= 2) { + runLoopySolver(); + if (DL >= 2) { + cout << endl; + if (nIters_ < BpOptions::maxIter) { + cout << "Belief propagation converged in " ; + cout << nIters_ << " iterations" << endl; + } else { + cout << "The maximum number of iterations was hit, terminating..." ; cout << endl; - if (nIters_ < BpOptions::maxIter) { - cout << "Belief propagation converged in " ; - cout << nIters_ << " iterations" << endl; - } else { - cout << "The maximum number of iterations was hit, terminating..." ; - cout << endl; - } } } + unsigned size = bayesNet_->nrNodes(); if (COLLECT_STATISTICS) { unsigned nIters = 0; @@ -71,7 +67,7 @@ BnBpSolver::runSolver (void) -ParamSet +Params BnBpSolver::getPosterioriOf (VarId vid) { BayesNode* node = bayesNet_->getBayesNode (vid); @@ -81,8 +77,8 @@ BnBpSolver::getPosterioriOf (VarId vid) -ParamSet -BnBpSolver::getJointDistributionOf (const VarIdSet& jointVarIds) +Params +BnBpSolver::getJointDistributionOf (const VarIds& jointVarIds) { if (DL >= 2) { cout << "calculating joint distribution on: " ; @@ -92,12 +88,7 @@ BnBpSolver::getJointDistributionOf (const VarIdSet& jointVarIds) } cout << endl; } - - if (jointCalcType_ == JUNCTION_NODE) { - return getJointByJunctionNode (jointVarIds); - } else { - return getJointByChainRule (jointVarIds); - } + return getJointByConditioning (jointVarIds); } @@ -121,8 +112,8 @@ BnBpSolver::initializeSolver (void) BnNodeSet roots = bayesNet_->getRootNodes(); for (unsigned i = 0; i < roots.size(); i++) { - const ParamSet& params = roots[i]->getParameters(); - ParamSet& piVals = ninf(roots[i])->getPiValues(); + const Params& params = roots[i]->getParameters(); + Params& piVals = ninf(roots[i])->getPiValues(); for (unsigned ri = 0; ri < roots[i]->nrStates(); ri++) { piVals[ri] = params[ri]; } @@ -149,8 +140,8 @@ BnBpSolver::initializeSolver (void) for (unsigned i = 0; i < nodes.size(); i++) { if (nodes[i]->hasEvidence()) { - ParamSet& piVals = ninf(nodes[i])->getPiValues(); - ParamSet& ldVals = ninf(nodes[i])->getLambdaValues(); + Params& piVals = ninf(nodes[i])->getPiValues(); + Params& ldVals = ninf(nodes[i])->getLambdaValues(); for (unsigned xi = 0; xi < nodes[i]->nrStates(); xi++) { piVals[xi] = Util::noEvidence(); ldVals[xi] = Util::noEvidence(); @@ -163,76 +154,6 @@ BnBpSolver::initializeSolver (void) -void -BnBpSolver::runPolyTreeSolver (void) -{ - const BnNodeSet& nodes = bayesNet_->getBayesNodes(); - for (unsigned i = 0; i < nodes.size(); i++) { - if (nodes[i]->isRoot()) { - ninf(nodes[i])->markPiValuesAsCalculated(); - } - if (nodes[i]->isLeaf()) { - ninf(nodes[i])->markLambdaValuesAsCalculated(); - } - } - - bool finish = false; - while (!finish) { - finish = true; - for (unsigned i = 0; i < nodes.size(); i++) { - if (ninf(nodes[i])->piValuesCalculated() == false - && ninf(nodes[i])->receivedAllPiMessages()) { - if (!nodes[i]->hasEvidence()) { - updatePiValues (nodes[i]); - } - ninf(nodes[i])->markPiValuesAsCalculated(); - finish = false; - } - - if (ninf(nodes[i])->lambdaValuesCalculated() == false - && ninf(nodes[i])->receivedAllLambdaMessages()) { - if (!nodes[i]->hasEvidence()) { - updateLambdaValues (nodes[i]); - } - ninf(nodes[i])->markLambdaValuesAsCalculated(); - finish = false; - } - - if (ninf(nodes[i])->piValuesCalculated()) { - const BpLinkSet& outChildLinks - = ninf(nodes[i])->getOutcomingChildLinks(); - for (unsigned j = 0; j < outChildLinks.size(); j++) { - BayesNode* child = outChildLinks[j]->getDestination(); - if (!outChildLinks[j]->messageWasSended()) { - if (ninf(nodes[i])->readyToSendPiMsgTo (child)) { - calculateAndUpdateMessage (outChildLinks[j], false); - ninf(child)->incNumPiMsgsReceived(); - } - finish = false; - } - } - } - - if (ninf(nodes[i])->lambdaValuesCalculated()) { - const BpLinkSet& outParentLinks = - ninf(nodes[i])->getOutcomingParentLinks(); - for (unsigned j = 0; j < outParentLinks.size(); j++) { - BayesNode* parent = outParentLinks[j]->getDestination(); - if (!outParentLinks[j]->messageWasSended()) { - if (ninf(nodes[i])->readyToSendLambdaMsgTo (parent)) { - calculateAndUpdateMessage (outParentLinks[j], false); - ninf(parent)->incNumLambdaMsgsReceived(); - } - finish = false; - } - } - } - } - } -} - - - void BnBpSolver::runLoopySolver() { @@ -298,7 +219,7 @@ BnBpSolver::converged (void) const } bool converged = true; if (BpOptions::schedule == BpOptions::Schedule::MAX_RESIDUAL) { - Param maxResidual = (*(sortedOrder_.begin()))->getResidual(); + double maxResidual = (*(sortedOrder_.begin()))->getResidual(); if (maxResidual < BpOptions::accuracy) { converged = true; } else { @@ -306,7 +227,7 @@ BnBpSolver::converged (void) const } } else { for (unsigned i = 0; i < links_.size(); i++) { - Param residual = links_[i]->getResidual(); + double residual = links_[i]->getResidual(); if (DL >= 2) { cout << links_[i]->toString() + " residual change = " ; cout << residual << endl; @@ -395,36 +316,38 @@ BnBpSolver::updatePiValues (BayesNode* x) if (DL >= 3) { cout << "updating " << PI_SYMBOL << " values for " << x->label() << endl; } - ParamSet& piValues = ninf(x)->getPiValues(); - const BpLinkSet& parentLinks = ninf(x)->getIncomingParentLinks(); - const vector& entries = x->getCptEntries(); + Params& piValues = ninf(x)->getPiValues(); + const BpLinkSet& parentLinks = ninf(x)->getIncomingParentLinks(); + const BnNodeSet& ps = x->getParents(); + Ranges ranges; + for (unsigned i = 0; i < ps.size(); i++) { + ranges.push_back (ps[i]->nrStates()); + } + StatesIndexer indexer (ranges, false); stringstream* calcs1 = 0; stringstream* calcs2 = 0; - ParamSet messageProducts (entries.size()); - for (unsigned k = 0; k < entries.size(); k++) { + Params messageProducts (indexer.size()); + for (unsigned k = 0; k < indexer.size(); k++) { if (DL >= 5) { calcs1 = new stringstream; calcs2 = new stringstream; } double messageProduct = Util::multIdenty(); - const DConf& conf = entries[k].getDomainConfiguration(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < parentLinks.size(); i++) { - messageProduct *= parentLinks[i]->getMessage()[conf[i]]; - if (DL >= 5) { - if (i != 0) *calcs1 << " + " ; - if (i != 0) *calcs2 << " + " ; - *calcs1 << parentLinks[i]->toString (conf[i]); - *calcs2 << parentLinks[i]->getMessage()[conf[i]]; - } - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < parentLinks.size(); i++) { - messageProduct += parentLinks[i]->getMessage()[conf[i]]; + if (Globals::logDomain) { + for (unsigned i = 0; i < parentLinks.size(); i++) { + messageProduct += parentLinks[i]->getMessage()[indexer[i]]; + } + } else { + for (unsigned i = 0; i < parentLinks.size(); i++) { + messageProduct *= parentLinks[i]->getMessage()[indexer[i]]; + if (DL >= 5) { + if (i != 0) *calcs1 << " + " ; + if (i != 0) *calcs2 << " + " ; + *calcs1 << parentLinks[i]->toString (indexer[i]); + *calcs2 << parentLinks[i]->getMessage()[indexer[i]]; } + } } messageProducts[k] = messageProduct; if (DL >= 5) { @@ -439,6 +362,7 @@ BnBpSolver::updatePiValues (BayesNode* x) delete calcs1; delete calcs2; } + ++ indexer; } for (unsigned xi = 0; xi < x->nrStates(); xi++) { @@ -447,26 +371,28 @@ BnBpSolver::updatePiValues (BayesNode* x) calcs1 = new stringstream; calcs2 = new stringstream; } - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned k = 0; k < entries.size(); k++) { - sum += x->getProbability (xi, entries[k]) * messageProducts[k]; - if (DL >= 5) { - if (k != 0) *calcs1 << " + " ; - if (k != 0) *calcs2 << " + " ; - *calcs1 << x->cptEntryToString (xi, entries[k]); - *calcs1 << ".mp" << k; - *calcs2 << Util::fl (x->getProbability (xi, entries[k])); - *calcs2 << "*" << messageProducts[k]; - } - } - break; - case NumberSpace::LOGARITHM: - for (unsigned k = 0; k < entries.size(); k++) { - Util::logSum (sum, - x->getProbability(xi,entries[k]) + messageProducts[k]); + indexer.reset(); + if (Globals::logDomain) { + for (unsigned k = 0; k < indexer.size(); k++) { + Util::logSum (sum, + x->getProbability(xi, indexer.linearIndex()) + messageProducts[k]); + ++ indexer; + } + } else { + for (unsigned k = 0; k < indexer.size(); k++) { + sum += x->getProbability (xi, indexer.linearIndex()) * messageProducts[k]; + if (DL >= 5) { + if (k != 0) *calcs1 << " + " ; + if (k != 0) *calcs2 << " + " ; + *calcs1 << x->cptEntryToString (xi, indexer.indices()); + *calcs1 << ".mp" << k; + *calcs2 << Util::fl (x->getProbability (xi, indexer.linearIndex())); + *calcs2 << "*" << messageProducts[k]; } + ++ indexer; + } } + piValues[xi] = sum; if (DL >= 5) { cout << " " << PI_SYMBOL << "(" << x->label() << ")" ; @@ -489,7 +415,7 @@ BnBpSolver::updateLambdaValues (BayesNode* x) if (DL >= 3) { cout << "updating " << LD_SYMBOL << " values for " << x->label() << endl; } - ParamSet& lambdaValues = ninf(x)->getLambdaValues(); + Params& lambdaValues = ninf(x)->getLambdaValues(); const BpLinkSet& childLinks = ninf(x)->getIncomingChildLinks(); stringstream* calcs1 = 0; stringstream* calcs2 = 0; @@ -500,22 +426,20 @@ BnBpSolver::updateLambdaValues (BayesNode* x) calcs2 = new stringstream; } double product = Util::multIdenty(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < childLinks.size(); i++) { - product *= childLinks[i]->getMessage()[xi]; - if (DL >= 5) { - if (i != 0) *calcs1 << "." ; - if (i != 0) *calcs2 << "*" ; - *calcs1 << childLinks[i]->toString (xi); - *calcs2 << childLinks[i]->getMessage()[xi]; - } - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < childLinks.size(); i++) { - product += childLinks[i]->getMessage()[xi]; + if (Globals::logDomain) { + for (unsigned i = 0; i < childLinks.size(); i++) { + product += childLinks[i]->getMessage()[xi]; + } + } else { + for (unsigned i = 0; i < childLinks.size(); i++) { + product *= childLinks[i]->getMessage()[xi]; + if (DL >= 5) { + if (i != 0) *calcs1 << "." ; + if (i != 0) *calcs2 << "*" ; + *calcs1 << childLinks[i]->toString (xi); + *calcs2 << childLinks[i]->getMessage()[xi]; } + } } lambdaValues[xi] = product; if (DL >= 5) { @@ -542,12 +466,12 @@ BnBpSolver::calculatePiMessage (BpLink* link) // πX(Zi) BayesNode* z = link->getSource(); BayesNode* x = link->getDestination(); - ParamSet& zxPiNextMessage = link->getNextMessage(); + Params& zxPiNextMessage = link->getNextMessage(); const BpLinkSet& zChildLinks = ninf(z)->getIncomingChildLinks(); stringstream* calcs1 = 0; stringstream* calcs2 = 0; - const ParamSet& zPiValues = ninf(z)->getPiValues(); + const Params& zPiValues = ninf(z)->getPiValues(); for (unsigned zi = 0; zi < z->nrStates(); zi++) { double product = zPiValues[zi]; if (DL >= 5) { @@ -557,24 +481,22 @@ BnBpSolver::calculatePiMessage (BpLink* link) *calcs1 << "[" << z->states()[zi] << "]" ; *calcs2 << product; } - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < zChildLinks.size(); i++) { - if (zChildLinks[i]->getSource() != x) { - product *= zChildLinks[i]->getMessage()[zi]; - if (DL >= 5) { - *calcs1 << "." << zChildLinks[i]->toString (zi); - *calcs2 << " * " << zChildLinks[i]->getMessage()[zi]; - } - } - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < zChildLinks.size(); i++) { - if (zChildLinks[i]->getSource() != x) { - product += zChildLinks[i]->getMessage()[zi]; + if (Globals::logDomain) { + for (unsigned i = 0; i < zChildLinks.size(); i++) { + if (zChildLinks[i]->getSource() != x) { + product += zChildLinks[i]->getMessage()[zi]; + } + } + } else { + for (unsigned i = 0; i < zChildLinks.size(); i++) { + if (zChildLinks[i]->getSource() != x) { + product *= zChildLinks[i]->getMessage()[zi]; + if (DL >= 5) { + *calcs1 << "." << zChildLinks[i]->toString (zi); + *calcs2 << " * " << zChildLinks[i]->getMessage()[zi]; } } + } } zxPiNextMessage[zi] = product; if (DL >= 5) { @@ -605,52 +527,53 @@ BnBpSolver::calculateLambdaMessage (BpLink* link) if (x->hasEvidence()) { return; } - ParamSet& yxLambdaNextMessage = link->getNextMessage(); + Params& yxLambdaNextMessage = link->getNextMessage(); const BpLinkSet& yParentLinks = ninf(y)->getIncomingParentLinks(); - const ParamSet& yLambdaValues = ninf(y)->getLambdaValues(); - const vector& allEntries = y->getCptEntries(); + const Params& yLambdaValues = ninf(y)->getLambdaValues(); int parentIndex = y->getIndexOfParent (x); stringstream* calcs1 = 0; stringstream* calcs2 = 0; - - vector entries; - DConstraint constr = make_pair (parentIndex, 0); - for (unsigned i = 0; i < allEntries.size(); i++) { - if (allEntries[i].matchConstraints(constr)) { - entries.push_back (allEntries[i]); - } - } - ParamSet messageProducts (entries.size()); - for (unsigned k = 0; k < entries.size(); k++) { + const BnNodeSet& ps = y->getParents(); + Ranges ranges; + for (unsigned i = 0; i < ps.size(); i++) { + ranges.push_back (ps[i]->nrStates()); + } + StatesIndexer indexer (ranges, false); + + + unsigned N = indexer.size() / x->nrStates(); + Params messageProducts (N); + for (unsigned k = 0; k < N; k++) { + while (indexer[parentIndex] != 0) { + ++ indexer; + } if (DL >= 5) { calcs1 = new stringstream; calcs2 = new stringstream; } double messageProduct = Util::multIdenty(); - const DConf& conf = entries[k].getDomainConfiguration(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < yParentLinks.size(); i++) { - if (yParentLinks[i]->getSource() != x) { - if (DL >= 5) { - if (messageProduct != Util::multIdenty()) *calcs1 << "*" ; - if (messageProduct != Util::multIdenty()) *calcs2 << "*" ; - *calcs1 << yParentLinks[i]->toString (conf[i]); - *calcs2 << yParentLinks[i]->getMessage()[conf[i]]; - } - messageProduct *= yParentLinks[i]->getMessage()[conf[i]]; - } + if (Globals::logDomain) { + for (unsigned i = 0; i < yParentLinks.size(); i++) { + if (yParentLinks[i]->getSource() != x) { + messageProduct += yParentLinks[i]->getMessage()[indexer[i]]; } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < yParentLinks.size(); i++) { - if (yParentLinks[i]->getSource() != x) { - messageProduct += yParentLinks[i]->getMessage()[conf[i]]; - } - } + } + } else { + for (unsigned i = 0; i < yParentLinks.size(); i++) { + if (yParentLinks[i]->getSource() != x) { + if (DL >= 5) { + if (messageProduct != Util::multIdenty()) *calcs1 << "*" ; + if (messageProduct != Util::multIdenty()) *calcs2 << "*" ; + *calcs1 << yParentLinks[i]->toString (indexer[i]); + *calcs2 << yParentLinks[i]->getMessage()[indexer[i]]; + } + messageProduct *= yParentLinks[i]->getMessage()[indexer[i]]; + } + } } messageProducts[k] = messageProduct; + ++ indexer; if (DL >= 5) { cout << " mp" << k; cout << " = " << (*calcs1).str(); @@ -672,13 +595,6 @@ BnBpSolver::calculateLambdaMessage (BpLink* link) calcs1 = new stringstream; calcs2 = new stringstream; } - vector entries; - DConstraint constr = make_pair (parentIndex, xi); - for (unsigned i = 0; i < allEntries.size(); i++) { - if (allEntries[i].matchConstraints(constr)) { - entries.push_back (allEntries[i]); - } - } double outerSum = Util::addIdenty(); for (unsigned yi = 0; yi < y->nrStates(); yi++) { if (DL >= 5) { @@ -686,27 +602,35 @@ BnBpSolver::calculateLambdaMessage (BpLink* link) (yi != 0) ? *calcs2 << " + {" : *calcs2 << "{" ; } double innerSum = Util::addIdenty(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned k = 0; k < entries.size(); k++) { - if (DL >= 5) { - if (k != 0) *calcs1 << " + " ; - if (k != 0) *calcs2 << " + " ; - *calcs1 << y->cptEntryToString (yi, entries[k]); - *calcs1 << ".mp" << k; - *calcs2 << y->getProbability (yi, entries[k]); - *calcs2 << "*" << messageProducts[k]; - } - innerSum += y->getProbability (yi, entries[k]) * messageProducts[k]; + indexer.reset(); + if (Globals::logDomain) { + for (unsigned k = 0; k < N; k++) { + while (indexer[parentIndex] != xi) { + ++ indexer; } - outerSum += innerSum * yLambdaValues[yi]; - break; - case NumberSpace::LOGARITHM: - for (unsigned k = 0; k < entries.size(); k++) { - Util::logSum (innerSum, - y->getProbability(yi, entries[k]) + messageProducts[k]); - } - Util::logSum (outerSum, innerSum + yLambdaValues[yi]); + Util::logSum (innerSum, y->getProbability ( + yi, indexer.linearIndex()) + messageProducts[k]); + ++ indexer; + } + Util::logSum (outerSum, innerSum + yLambdaValues[yi]); + } else { + for (unsigned k = 0; k < N; k++) { + while (indexer[parentIndex] != xi) { + ++ indexer; + } + if (DL >= 5) { + if (k != 0) *calcs1 << " + " ; + if (k != 0) *calcs2 << " + " ; + *calcs1 << y->cptEntryToString (yi, indexer.indices()); + *calcs1 << ".mp" << k; + *calcs2 << y->getProbability (yi, indexer.linearIndex()); + *calcs2 << "*" << messageProducts[k]; + } + innerSum += y->getProbability ( + yi, indexer.linearIndex()) * messageProducts[k]; + ++ indexer; + } + outerSum += innerSum * yLambdaValues[yi]; } if (DL >= 5) { *calcs1 << "}." << LD_SYMBOL << "(" << y->label() << ")" ; @@ -730,62 +654,45 @@ BnBpSolver::calculateLambdaMessage (BpLink* link) -ParamSet -BnBpSolver::getJointByJunctionNode (const VarIdSet& jointVarIds) -{ - unsigned msgSize = 1; - vector dsizes (jointVarIds.size()); - for (unsigned i = 0; i < jointVarIds.size(); i++) { - dsizes[i] = bayesNet_->getBayesNode (jointVarIds[i])->nrStates(); - msgSize *= dsizes[i]; - } - unsigned reps = 1; - ParamSet jointDist (msgSize, Util::multIdenty()); - for (int i = jointVarIds.size() - 1 ; i >= 0; i--) { - Util::multiply (jointDist, getPosterioriOf (jointVarIds[i]), reps); - reps *= dsizes[i] ; - } - return jointDist; -} - - - -ParamSet -BnBpSolver::getJointByChainRule (const VarIdSet& jointVarIds) const +Params +BnBpSolver::getJointByConditioning (const VarIds& jointVarIds) const { BnNodeSet jointVars; for (unsigned i = 0; i < jointVarIds.size(); i++) { + assert (bayesNet_->getBayesNode (jointVarIds[i])); jointVars.push_back (bayesNet_->getBayesNode (jointVarIds[i])); } BayesNet* mrn = bayesNet_->getMinimalRequesiteNetwork (jointVarIds[0]); BnBpSolver solver (*mrn); solver.runSolver(); - ParamSet prevBeliefs = solver.getPosterioriOf (jointVarIds[0]); + Params prevBeliefs = solver.getPosterioriOf (jointVarIds[0]); delete mrn; - VarNodes observedVars = {jointVars[0]}; + VarIds observedVids = {jointVars[0]->varId()}; for (unsigned i = 1; i < jointVarIds.size(); i++) { - mrn = bayesNet_->getMinimalRequesiteNetwork (jointVarIds[i]); - ParamSet newBeliefs; - vector confs = - Util::getDomainConfigurations (observedVars); - for (unsigned j = 0; j < confs.size(); j++) { - for (unsigned k = 0; k < observedVars.size(); k++) { - if (!observedVars[k]->hasEvidence()) { - BayesNode* node = mrn->getBayesNode (observedVars[k]->varId()); - if (node) { - node->setEvidence (confs[j][k]); - } - } + assert (jointVars[i]->hasEvidence() == false); + VarIds reqVars = {jointVarIds[i]}; + reqVars.insert (reqVars.end(), observedVids.begin(), observedVids.end()); + mrn = bayesNet_->getMinimalRequesiteNetwork (reqVars); + Params newBeliefs; + VarNodes observedVars; + for (unsigned j = 0; j < observedVids.size(); j++) { + observedVars.push_back (mrn->getBayesNode (observedVids[j])); + } + StatesIndexer idx (observedVars, false); + while (idx.valid()) { + for (unsigned j = 0; j < observedVars.size(); j++) { + observedVars[j]->setEvidence (idx[j]); } BnBpSolver solver (*mrn); solver.runSolver(); - ParamSet beliefs = solver.getPosterioriOf (jointVarIds[i]); + Params beliefs = solver.getPosterioriOf (jointVarIds[i]); for (unsigned k = 0; k < beliefs.size(); k++) { newBeliefs.push_back (beliefs[k]); } + ++ idx; } int count = -1; @@ -796,7 +703,7 @@ BnBpSolver::getJointByChainRule (const VarIdSet& jointVarIds) const newBeliefs[j] *= prevBeliefs[count]; } prevBeliefs = newBeliefs; - observedVars.push_back (jointVars[i]); + observedVids.push_back (jointVars[i]->varId()); delete mrn; } return prevBeliefs; @@ -817,9 +724,9 @@ BnBpSolver::printPiLambdaValues (const BayesNode* var) const cout << "--------------------------------" ; cout << endl; const States& states = var->states(); - const ParamSet& piVals = ninf(var)->getPiValues(); - const ParamSet& ldVals = ninf(var)->getLambdaValues(); - const ParamSet& beliefs = ninf(var)->getBeliefs(); + const Params& piVals = ninf(var)->getPiValues(); + const Params& ldVals = ninf(var)->getLambdaValues(); + const Params& beliefs = ninf(var)->getBeliefs(); for (unsigned xi = 0; xi < var->nrStates(); xi++) { cout << setw (10) << states[xi]; cout << setw (19) << piVals[xi]; @@ -847,33 +754,27 @@ BnBpSolver::printAllMessageStatus (void) const BpNodeInfo::BpNodeInfo (BayesNode* node) { node_ = node; - piValsCalc_ = false; - ldValsCalc_ = false; - nPiMsgsRcv_ = 0; - nLdMsgsRcv_ = 0; piVals_.resize (node->nrStates(), Util::one()); ldVals_.resize (node->nrStates(), Util::one()); } -ParamSet +Params BpNodeInfo::getBeliefs (void) const { double sum = 0.0; - ParamSet beliefs (node_->nrStates()); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned xi = 0; xi < node_->nrStates(); xi++) { - beliefs[xi] = piVals_[xi] * ldVals_[xi]; - sum += beliefs[xi]; - } - break; - case NumberSpace::LOGARITHM: - for (unsigned xi = 0; xi < node_->nrStates(); xi++) { - beliefs[xi] = exp (piVals_[xi] + ldVals_[xi]); - sum += beliefs[xi]; - } + Params beliefs (node_->nrStates()); + if (Globals::logDomain) { + for (unsigned xi = 0; xi < node_->nrStates(); xi++) { + beliefs[xi] = exp (piVals_[xi] + ldVals_[xi]); + sum += beliefs[xi]; + } + } else { + for (unsigned xi = 0; xi < node_->nrStates(); xi++) { + beliefs[xi] = piVals_[xi] * ldVals_[xi]; + sum += beliefs[xi]; + } } assert (sum); for (unsigned xi = 0; xi < node_->nrStates(); xi++) { @@ -884,66 +785,6 @@ BpNodeInfo::getBeliefs (void) const -void -BpNodeInfo::markPiValuesAsCalculated (void) -{ - piValsCalc_ = true; -} - - - -void -BpNodeInfo::markLambdaValuesAsCalculated (void) -{ - ldValsCalc_ = true; -} - - - -bool -BpNodeInfo::receivedAllPiMessages (void) -{ - return node_->getParents().size() == nPiMsgsRcv_; -} - - - -bool -BpNodeInfo::receivedAllLambdaMessages (void) -{ - return node_->getChilds().size() == nLdMsgsRcv_; -} - - - -bool -BpNodeInfo::readyToSendPiMsgTo (const BayesNode* child) const -{ - for (unsigned i = 0; i < inChildLinks_.size(); i++) { - if (inChildLinks_[i]->getSource() != child - && inChildLinks_[i]->messageWasSended() == false) { - return false; - } - } - return true; -} - - - -bool -BpNodeInfo::readyToSendLambdaMsgTo (const BayesNode* parent) const -{ - for (unsigned i = 0; i < inParentLinks_.size(); i++) { - if (inParentLinks_[i]->getSource() != parent - && inParentLinks_[i]->messageWasSended() == false) { - return false; - } - } - return true; -} - - - bool BpNodeInfo::receivedBottomInfluence (void) const { diff --git a/packages/CLPBN/clpbn/bp/BnBpSolver.h b/packages/CLPBN/clpbn/bp/BnBpSolver.h index c4b5d78d3..3f784ed44 100644 --- a/packages/CLPBN/clpbn/bp/BnBpSolver.h +++ b/packages/CLPBN/clpbn/bp/BnBpSolver.h @@ -6,7 +6,8 @@ #include "Solver.h" #include "BayesNet.h" -#include "Shared.h" +#include "Horus.h" +#include "Util.h" using namespace std; @@ -16,7 +17,6 @@ static const string PI_SYMBOL = "pi" ; static const string LD_SYMBOL = "ld" ; enum LinkOrientation {UP, DOWN}; -enum JointCalcType {CHAIN_RULE, JUNCTION_NODE}; class BpLink { @@ -27,11 +27,11 @@ class BpLink destin_ = d; orientation_ = o; if (orientation_ == LinkOrientation::DOWN) { - v1_.resize (s->nrStates(), Util::tl (1.0/s->nrStates())); - v2_.resize (s->nrStates(), Util::tl (1.0/s->nrStates())); + v1_.resize (s->nrStates(), Util::tl (1.0 / s->nrStates())); + v2_.resize (s->nrStates(), Util::tl (1.0 / s->nrStates())); } else { - v1_.resize (d->nrStates(), Util::tl (1.0/d->nrStates())); - v2_.resize (d->nrStates(), Util::tl (1.0/d->nrStates())); + v1_.resize (d->nrStates(), Util::tl (1.0 / d->nrStates())); + v2_.resize (d->nrStates(), Util::tl (1.0 / d->nrStates())); } currMsg_ = &v1_; nextMsg_ = &v2_; @@ -78,8 +78,8 @@ class BpLink BayesNode* getSource (void) const { return source_; } BayesNode* getDestination (void) const { return destin_; } LinkOrientation getOrientation (void) const { return orientation_; } - const ParamSet& getMessage (void) const { return *currMsg_; } - ParamSet& getNextMessage (void) { return *nextMsg_; } + const Params& getMessage (void) const { return *currMsg_; } + Params& getNextMessage (void) { return *nextMsg_; } bool messageWasSended (void) const { return msgSended_; } double getResidual (void) const { return residual_; } void clearResidual (void) { residual_ = 0;} @@ -88,10 +88,10 @@ class BpLink BayesNode* source_; BayesNode* destin_; LinkOrientation orientation_; - ParamSet v1_; - ParamSet v2_; - ParamSet* currMsg_; - ParamSet* nextMsg_; + Params v1_; + Params v2_; + Params* currMsg_; + Params* nextMsg_; bool msgSended_; double residual_; }; @@ -105,22 +105,11 @@ class BpNodeInfo public: BpNodeInfo (BayesNode*); - ParamSet getBeliefs (void) const; + Params getBeliefs (void) const; bool receivedBottomInfluence (void) const; - ParamSet& getPiValues (void) { return piVals_; } - ParamSet& getLambdaValues (void) { return ldVals_; } - void incNumPiMsgsReceived (void) { nPiMsgsRcv_ ++; } - void incNumLambdaMsgsReceived (void) { nLdMsgsRcv_ ++; } - bool piValuesCalculated (void) { return piValsCalc_; } - bool lambdaValuesCalculated (void) { return ldValsCalc_; } - - void markPiValuesAsCalculated (void); - void markLambdaValuesAsCalculated (void); - bool receivedAllPiMessages (void); - bool receivedAllLambdaMessages (void); - bool readyToSendPiMsgTo (const BayesNode*) const ; - bool readyToSendLambdaMsgTo (const BayesNode*) const; + Params& getPiValues (void) { return piVals_; } + Params& getLambdaValues (void) { return ldVals_; } const BpLinkSet& getIncomingParentLinks (void) { return inParentLinks_; } const BpLinkSet& getIncomingChildLinks (void) { return inChildLinks_; } @@ -135,17 +124,13 @@ class BpNodeInfo private: DISALLOW_COPY_AND_ASSIGN (BpNodeInfo); - ParamSet piVals_; // pi values - ParamSet ldVals_; // lambda values - unsigned nPiMsgsRcv_; - unsigned nLdMsgsRcv_; - bool piValsCalc_; - bool ldValsCalc_; + const BayesNode* node_; + Params piVals_; // pi values + Params ldVals_; // lambda values BpLinkSet inParentLinks_; BpLinkSet inChildLinks_; BpLinkSet outParentLinks_; BpLinkSet outChildLinks_; - const BayesNode* node_; }; @@ -157,15 +142,14 @@ class BnBpSolver : public Solver ~BnBpSolver (void); void runSolver (void); - ParamSet getPosterioriOf (VarId); - ParamSet getJointDistributionOf (const VarIdSet&); + Params getPosterioriOf (VarId); + Params getJointDistributionOf (const VarIds&); private: DISALLOW_COPY_AND_ASSIGN (BnBpSolver); void initializeSolver (void); - void runPolyTreeSolver (void); void runLoopySolver (void); void maxResidualSchedule (void); bool converged (void) const; @@ -173,8 +157,8 @@ class BnBpSolver : public Solver void updateLambdaValues (BayesNode*); void calculateLambdaMessage (BpLink*); void calculatePiMessage (BpLink*); - ParamSet getJointByJunctionNode (const VarIdSet&); - ParamSet getJointByChainRule (const VarIdSet&) const; + Params getJointByJunctionNode (const VarIds&); + Params getJointByConditioning (const VarIds&) const; void printPiLambdaValues (const BayesNode*) const; void printAllMessageStatus (void) const; @@ -240,7 +224,6 @@ class BnBpSolver : public Solver vector links_; vector nodesI_; unsigned nIters_; - JointCalcType jointCalcType_; struct compare { diff --git a/packages/CLPBN/clpbn/bp/CFactorGraph.cpp b/packages/CLPBN/clpbn/bp/CFactorGraph.cpp index 26cfae009..21c1f2062 100644 --- a/packages/CLPBN/clpbn/bp/CFactorGraph.cpp +++ b/packages/CLPBN/clpbn/bp/CFactorGraph.cpp @@ -4,7 +4,7 @@ #include "Distribution.h" -bool CFactorGraph::checkForIdenticalFactors_ = true; +bool CFactorGraph::checkForIdenticalFactors = true; CFactorGraph::CFactorGraph (const FactorGraph& fg) { @@ -38,8 +38,8 @@ CFactorGraph::~CFactorGraph (void) for (unsigned i = 0; i < varClusters_.size(); i++) { delete varClusters_[i]; } - for (unsigned i = 0; i < factorClusters_.size(); i++) { - delete factorClusters_[i]; + for (unsigned i = 0; i < facClusters_.size(); i++) { + delete facClusters_[i]; } } @@ -72,33 +72,17 @@ CFactorGraph::setInitialColors (void) } const FgFacSet& facNodes = groundFg_->getFactorNodes(); - if (checkForIdenticalFactors_) { - for (unsigned i = 0; i < facNodes.size() - 1; i++) { - // facNodes[i]->factor()->orderFactorVariables(); - // FIXME - } + if (checkForIdenticalFactors) { for (unsigned i = 0, s = facNodes.size(); i < s; i++) { Distribution* dist1 = facNodes[i]->getDistribution(); for (unsigned j = 0; j < i; j++) { Distribution* dist2 = facNodes[j]->getDistribution(); if (dist1 != dist2 && dist1->params == dist2->params) { - facNodes[i]->factor()->setDistribution (dist2); - // delete dist2; - break; - } - /* - if (ok) { - const FgVarSet& fiVars = factors[i]->getFgVarNodes(); - const FgVarSet& fjVars = factors[j]->getFgVarNodes(); - if (fiVars.size() != fjVars.size()) continue; - for (unsigned k = 0; k < fiVars.size(); k++) { - if (fiVars[k]->nrStates() != fjVars[k]->nrStates()) { - ok = false; - break; - } + if (facNodes[i]->factor()->getRanges() == + facNodes[j]->factor()->getRanges()) { + facNodes[i]->factor()->setDistribution (dist2); } } - */ } } } @@ -194,7 +178,7 @@ CFactorGraph::createClusters (const VarSignMap& varGroups, varClusters_.push_back (vc); } - factorClusters_.reserve (factorGroups.size()); + facClusters_.reserve (factorGroups.size()); for (FacSignMap::const_iterator it = factorGroups.begin(); it != factorGroups.end(); it++) { FgFacNode* groupFactor = it->second[0]; @@ -205,7 +189,7 @@ CFactorGraph::createClusters (const VarSignMap& varGroups, VarId vid = neighs[i]->varId(); varClusters.push_back (vid2VarCluster_.find (vid)->second); } - factorClusters_.push_back (new FacCluster (it->second, varClusters)); + facClusters_.push_back (new FacCluster (it->second, varClusters)); } } @@ -220,7 +204,7 @@ CFactorGraph::getSignature (const FgVarNode* varNode) for (unsigned i = 0; i < neighs.size(); i++) { *it = getColor (neighs[i]); it ++; - *it = neighs[i]->factor()->getPositionOf (varNode->varId()); + *it = neighs[i]->factor()->indexOf (varNode->varId()); it ++; } *it = getColor (varNode); @@ -256,8 +240,8 @@ CFactorGraph::getCompressedFactorGraph (void) fg->addVariable (newVar); } - for (unsigned i = 0; i < factorClusters_.size(); i++) { - const VarClusterSet& myVarClusters = factorClusters_[i]->getVarClusters(); + for (unsigned i = 0; i < facClusters_.size(); i++) { + const VarClusterSet& myVarClusters = facClusters_[i]->getVarClusters(); VarNodes myGroundVars; myGroundVars.reserve (myVarClusters.size()); for (unsigned j = 0; j < myVarClusters.size(); j++) { @@ -265,9 +249,9 @@ CFactorGraph::getCompressedFactorGraph (void) myGroundVars.push_back (v); } Factor* newFactor = new Factor (myGroundVars, - factorClusters_[i]->getGroundFactors()[0]->getDistribution()); + facClusters_[i]->getGroundFactors()[0]->getDistribution()); FgFacNode* fn = new FgFacNode (newFactor); - factorClusters_[i]->setRepresentativeFactor (fn); + facClusters_[i]->setRepresentativeFactor (fn); fg->addFactor (fn); for (unsigned j = 0; j < myGroundVars.size(); j++) { fg->addEdge (fn, static_cast (myGroundVars[j])); @@ -280,14 +264,15 @@ CFactorGraph::getCompressedFactorGraph (void) unsigned -CFactorGraph::getGroundEdgeCount (const FacCluster* fc, - const VarCluster* vc) const +CFactorGraph::getGroundEdgeCount ( + const FacCluster* fc, + const VarCluster* vc) const { const FgFacSet& clusterGroundFactors = fc->getGroundFactors(); FgVarNode* varNode = vc->getGroundFgVarNodes()[0]; unsigned count = 0; for (unsigned i = 0; i < clusterGroundFactors.size(); i++) { - if (clusterGroundFactors[i]->factor()->getPositionOf (varNode->varId()) != -1) { + if (clusterGroundFactors[i]->factor()->indexOf (varNode->varId()) != -1) { count ++; } } @@ -296,7 +281,7 @@ CFactorGraph::getGroundEdgeCount (const FacCluster* fc, // FgVarNode* var = vc->getGroundFgVarNodes()[i]; // unsigned count2 = 0; // for (unsigned i = 0; i < clusterGroundFactors.size(); i++) { - // if (clusterGroundFactors[i]->getPositionOf (var) != -1) { + // if (clusterGroundFactors[i]->getPosition (var) != -1) { // count2 ++; // } // } diff --git a/packages/CLPBN/clpbn/bp/CFactorGraph.h b/packages/CLPBN/clpbn/bp/CFactorGraph.h index bc49de682..a5b556da9 100644 --- a/packages/CLPBN/clpbn/bp/CFactorGraph.h +++ b/packages/CLPBN/clpbn/bp/CFactorGraph.h @@ -5,7 +5,7 @@ #include "FactorGraph.h" #include "Factor.h" -#include "Shared.h" +#include "Horus.h" class VarCluster; class FacCluster; @@ -18,15 +18,16 @@ class SignatureHash; typedef long Color; typedef unordered_map > VarColorMap; typedef unordered_map DistColorMap; -typedef unordered_map VarId2VarCluster; +typedef unordered_map VarId2VarCluster; typedef vector VarClusterSet; typedef vector FacClusterSet; -typedef unordered_map VarSignMap; +typedef unordered_map VarSignMap; typedef unordered_map FacSignMap; -struct Signature { +struct Signature +{ Signature (unsigned size) { colors.resize (size); @@ -90,12 +91,12 @@ class VarCluster void addFacCluster (FacCluster* fc) { - factorClusters_.push_back (fc); + facClusters_.push_back (fc); } const FacClusterSet& getFacClusters (void) const { - return factorClusters_; + return facClusters_; } FgVarNode* getRepresentativeVariable (void) const { return representVar_; } @@ -103,9 +104,9 @@ class VarCluster const FgVarSet& getGroundFgVarNodes (void) const { return groundVars_; } private: - FgVarSet groundVars_; - FacClusterSet factorClusters_; - FgVarNode* representVar_; + FgVarSet groundVars_; + FacClusterSet facClusters_; + FgVarNode* representVar_; }; @@ -151,9 +152,9 @@ class FacCluster private: - FgFacSet groundFactors_; + FgFacSet groundFactors_; VarClusterSet varClusters_; - FgFacNode* representFactor_; + FgFacNode* representFactor_; }; @@ -172,18 +173,10 @@ class CFactorGraph return vc->getRepresentativeVariable(); } - const VarClusterSet& getVariableClusters (void) { return varClusters_; } - const FacClusterSet& getFacClusters (void) { return factorClusters_; } + const VarClusterSet& getVarClusters (void) { return varClusters_; } + const FacClusterSet& getFacClusters (void) { return facClusters_; } - static void enableCheckForIdenticalFactors (void) - { - checkForIdenticalFactors_ = true; - } - - static void disableCheckForIdenticalFactors (void) - { - checkForIdenticalFactors_ = false; - } + static bool checkForIdenticalFactors; private: void setInitialColors (void); @@ -227,10 +220,9 @@ class CFactorGraph vector varSignatures_; vector factorSignatures_; VarClusterSet varClusters_; - FacClusterSet factorClusters_; + FacClusterSet facClusters_; VarId2VarCluster vid2VarCluster_; const FactorGraph* groundFg_; - bool static checkForIdenticalFactors_; }; #endif // HORUS_CFACTORGRAPH_H diff --git a/packages/CLPBN/clpbn/bp/CbpSolver.cpp b/packages/CLPBN/clpbn/bp/CbpSolver.cpp index b45769b57..ab8e4e1c4 100644 --- a/packages/CLPBN/clpbn/bp/CbpSolver.cpp +++ b/packages/CLPBN/clpbn/bp/CbpSolver.cpp @@ -13,32 +13,31 @@ CbpSolver::~CbpSolver (void) -ParamSet +Params CbpSolver::getPosterioriOf (VarId vid) { + assert (lfg_->getEquivalentVariable (vid)); FgVarNode* var = lfg_->getEquivalentVariable (vid); - ParamSet probs; + Params probs; if (var->hasEvidence()) { probs.resize (var->nrStates(), Util::noEvidence()); probs[var->getEvidence()] = Util::withEvidence(); } else { probs.resize (var->nrStates(), Util::multIdenty()); const SpLinkSet& links = ninf(var)->getLinks(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < links.size(); i++) { - CbpSolverLink* l = static_cast (links[i]); - Util::multiply (probs, l->getPoweredMessage()); - } - Util::normalize (probs); - break; - case NumberSpace::LOGARITHM: + if (Globals::logDomain) { for (unsigned i = 0; i < links.size(); i++) { CbpSolverLink* l = static_cast (links[i]); Util::add (probs, l->getPoweredMessage()); } Util::normalize (probs); Util::fromLog (probs); + } else { + for (unsigned i = 0; i < links.size(); i++) { + CbpSolverLink* l = static_cast (links[i]); + Util::multiply (probs, l->getPoweredMessage()); + } + Util::normalize (probs); } } return probs; @@ -46,26 +45,19 @@ CbpSolver::getPosterioriOf (VarId vid) -ParamSet -CbpSolver::getJointDistributionOf (const VarIdSet& jointVarIds) +Params +CbpSolver::getJointDistributionOf (const VarIds& jointVarIds) { - unsigned msgSize = 1; - vector dsizes (jointVarIds.size()); + VarIds eqVarIds; for (unsigned i = 0; i < jointVarIds.size(); i++) { - dsizes[i] = lfg_->getEquivalentVariable (jointVarIds[i])->nrStates(); - msgSize *= dsizes[i]; + eqVarIds.push_back (lfg_->getEquivalentVariable (jointVarIds[i])->varId()); } - unsigned reps = 1; - ParamSet jointDist (msgSize, Util::multIdenty()); - for (int i = jointVarIds.size() - 1 ; i >= 0; i--) { - Util::multiply (jointDist, getPosterioriOf (jointVarIds[i]), reps); - reps *= dsizes[i]; - } - return jointDist; + return FgBpSolver::getJointDistributionOf (eqVarIds); } + void CbpSolver::initializeSolver (void) { @@ -119,7 +111,6 @@ CbpSolver::createLinks (void) vcs[j]->getRepresentativeVariable(), c)); } } - return; } @@ -197,10 +188,10 @@ CbpSolver::maxResidualSchedule (void) -ParamSet +Params CbpSolver::getVar2FactorMsg (const SpLink* link) const { - ParamSet msg; + Params msg; const FgVarNode* src = link->getVariable(); const FgFacNode* dst = link->getFactor(); const CbpSolverLink* l = static_cast (link); @@ -216,27 +207,26 @@ CbpSolver::getVar2FactorMsg (const SpLink* link) const cout << " " << "init: " << Util::parametersToString (msg) << endl; } const SpLinkSet& links = ninf(src)->getLinks(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < links.size(); i++) { - if (links[i]->getFactor() != dst) { - CbpSolverLink* l = static_cast (links[i]); - Util::multiply (msg, l->getPoweredMessage()); - if (DL >= 5) { - cout << " msg from " << l->getFactor()->getLabel() << ": " ; - cout << Util::parametersToString (l->getPoweredMessage()) << endl; - } - } - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < links.size(); i++) { - if (links[i]->getFactor() != dst) { - CbpSolverLink* l = static_cast (links[i]); - Util::add (msg, l->getPoweredMessage()); + if (Globals::logDomain) { + for (unsigned i = 0; i < links.size(); i++) { + if (links[i]->getFactor() != dst) { + CbpSolverLink* l = static_cast (links[i]); + Util::add (msg, l->getPoweredMessage()); + } + } + } else { + for (unsigned i = 0; i < links.size(); i++) { + if (links[i]->getFactor() != dst) { + CbpSolverLink* l = static_cast (links[i]); + Util::multiply (msg, l->getPoweredMessage()); + if (DL >= 5) { + cout << " msg from " << l->getFactor()->getLabel() << ": " ; + cout << Util::parametersToString (l->getPoweredMessage()) << endl; } } + } } + if (DL >= 5) { cout << " result = " << Util::parametersToString (msg) << endl; } diff --git a/packages/CLPBN/clpbn/bp/CbpSolver.h b/packages/CLPBN/clpbn/bp/CbpSolver.h index 69ce4ce7f..022457099 100644 --- a/packages/CLPBN/clpbn/bp/CbpSolver.h +++ b/packages/CLPBN/clpbn/bp/CbpSolver.h @@ -23,11 +23,11 @@ class CbpSolverLink : public SpLink Util::pow (poweredMsg_, edgeCount_); } - unsigned getNumberOfEdges (void) const { return edgeCount_; } - const ParamSet& getPoweredMessage (void) const { return poweredMsg_; } + unsigned getNumberOfEdges (void) const { return edgeCount_; } + const Params& getPoweredMessage (void) const { return poweredMsg_; } private: - ParamSet poweredMsg_; + Params poweredMsg_; unsigned edgeCount_; }; @@ -39,15 +39,15 @@ class CbpSolver : public FgBpSolver CbpSolver (FactorGraph& fg) : FgBpSolver (fg) { } ~CbpSolver (void); - ParamSet getPosterioriOf (VarId); - ParamSet getJointDistributionOf (const VarIdSet&); + Params getPosterioriOf (VarId); + Params getJointDistributionOf (const VarIds&); private: void initializeSolver (void); void createLinks (void); void maxResidualSchedule (void); - ParamSet getVar2FactorMsg (const SpLink*) const; + Params getVar2FactorMsg (const SpLink*) const; void printLinkInformation (void) const; diff --git a/packages/CLPBN/clpbn/bp/ConstraintTree.cpp b/packages/CLPBN/clpbn/bp/ConstraintTree.cpp new file mode 100644 index 000000000..2d295fb07 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/ConstraintTree.cpp @@ -0,0 +1,1169 @@ +#include + +#include "ConstraintTree.h" +#include "Util.h" + + + +void +CTNode::addChild (CTNode* child, bool updateLevels) +{ + if (updateLevels) { + updateChildLevels (child, level_ + 1); + } + bool found = false; + for (unsigned i = 0; i < childs_.size(); i++) { + if (child->symbol() == childs_[i]->symbol()) { + CTNodes childChilds = child->childs(); + for (unsigned j = 0; j < childChilds.size(); j++) { + childs_[i]->addChild (childChilds[j], false); + } + found = true; + break; + } + } + if (found) { + delete child; + } else { + childs_.push_back (child); + } +} + + + +void +CTNode::removeChild (CTNode* child) +{ + CTNodes::iterator it = + std::find (childs_.begin(), childs_.end(), child); + assert (it != childs_.end()); + childs_.erase (it); +} + + + +SymbolSet +CTNode::childSymbols (void) const +{ + SymbolSet symbols; + for (unsigned i = 0; i < childs_.size(); i++) { + symbols.insert (childs_[i]->symbol()); + } + return symbols; +} + + + +void +CTNode::updateChildLevels (CTNode* n, unsigned level) +{ + n->setLevel (level); + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + updateChildLevels (childs[i], level + 1); + } +} + + + +ostream& operator<< (ostream &out, const CTNode& n) +{ + // out << "(" << n.level() << ") " ; + out << n.symbol(); + return out; +} + + + +ConstraintTree::ConstraintTree (const LogVars& logVars) +{ + root_ = new CTNode (0, 0); + logVars_ = logVars; + logVarSet_ = LogVarSet (logVars); +} + + + +ConstraintTree::ConstraintTree (const LogVars& logVars, + const Tuples& tuples) +{ + root_ = new CTNode (0, 0); + logVars_ = logVars; + logVarSet_ = LogVarSet (logVars); + for (unsigned i = 0; i < tuples.size(); i++) { + addTuple (tuples[i]); + } +} + + + +ConstraintTree::ConstraintTree (const ConstraintTree& ct) +{ + root_ = copySubtree (ct.root_); + logVars_ = ct.logVars_; + logVarSet_ = ct.logVarSet_; +} + + + +ConstraintTree::~ConstraintTree (void) +{ + deleteSubtree (root_); +} + + + +void +ConstraintTree::addTuple (const Tuple& tuple) +{ + CTNode* prevNode = root_; + CTNodes currNodes = root_->childs(); + for (unsigned i = 0; i < tuple.size(); i++) { + int idx = -1; + for (unsigned j = 0; j < currNodes.size(); j++) { + if (currNodes[j]->symbol() == tuple[i]) { + idx = j; + break; + } + } + if (idx == -1) { + CTNode* newNode = new CTNode (tuple[i], i + 1); + prevNode->addChild (newNode); + prevNode = newNode; + currNodes.clear(); + } else { + prevNode = currNodes[idx]; + currNodes = currNodes[idx]->childs(); + } + } +} + + + +bool +ConstraintTree::containsTuple (const Tuple& tuple) +{ + queue queue; + queue.push (root_); + + while (queue.empty() == false) { + CTNode* n = queue.front(); + if (n == root_ || n->symbol() == (tuple[n->level() - 1])) { + if (n->level() == tuple.size()) { + return true; + } else { + CTNodes childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + queue.push (childs[i]); + } + } + } + queue.pop(); + } + return false; +} + + + +void +ConstraintTree::moveToTop (const LogVars& lvs) +{ + for (unsigned i = 0; i < lvs.size(); i++) { + LogVars::iterator it = + std::find (logVars_.begin(), logVars_.end(), lvs[i]); + assert (it != logVars_.end()); + unsigned pos = std::distance (logVars_.begin(), it); + for (unsigned j = pos; j > i; j--) { + swapLogVar (logVars_[j-1]); + } + } +} + + + +void +ConstraintTree::moveToBottom (const LogVars& lvs) +{ + for (int i = lvs.size() - 1; i >= 0; i--) { + LogVars::iterator it = + std::find (logVars_.begin(), logVars_.end(), lvs[i]); + assert (it != logVars_.end()); + unsigned pos = std::distance (logVars_.begin(), it); + unsigned stop = logVars_.size() - (lvs.size() - i - 1); + for (unsigned j = pos; j < stop - 1; j++) { + swapLogVar (logVars_[j]); + } + } +} + + + +void +ConstraintTree::join (ConstraintTree* ct, bool assertWhenNotFound) +{ + LogVarSet intersect = logVarSet_ & ct->logVarSet_; + if (intersect.empty()) { + const CTNodes& childs = ct->root()->childs(); + CTNodes leafs = getNodesAtLevel (getLevel (logVars_.back())); + for (unsigned i = 0; i < leafs.size(); i++) { + for (unsigned j = 0; j < childs.size(); j++) { + leafs[i]->addChild (copySubtree (childs[j])); + } + } + logVars_.insert (logVars_.end(), ct->logVars_.begin(), ct->logVars_.end()); + logVarSet_ |= ct->logVarSet_; + + } else { + + moveToBottom (intersect.elements()); + ct->moveToTop (intersect.elements()); + + unsigned level = getLevel (intersect.front()); + CTNodes nodes = getNodesAtLevel (level); + + Tuples tuples; + CTNodes continuationNodes; + getTuples (ct->root(), + Tuples(), + intersect.size(), + tuples, + continuationNodes); + + for (unsigned i = 0; i < tuples.size(); i++) { + bool tupleFounded = false; + for (unsigned j = 0; j < nodes.size(); j++) { + tupleFounded |= join (nodes[j], tuples[i], 0, continuationNodes[i]); + } + if (assertWhenNotFound) { + assert (tupleFounded); + } + } + LogVarSet newLvs = ct->logVarSet_ - intersect; + logVars_.insert (logVars_.end(), newLvs.begin(), newLvs.end()); + logVarSet_ |= newLvs; + } +} + + + +unsigned +ConstraintTree::getLevel (LogVar X) const +{ + LogVars::const_iterator it = + std::find (logVars_.begin(), logVars_.end(), X); + assert (it != logVars_.end()); + unsigned level = std::distance (logVars_.begin(), it); + level += 1; // root is in level 0, first logVar is in level 1 + return level; +} + + + +void +ConstraintTree::rename (LogVar X_old, LogVar X_new) +{ + assert (logVarSet_.contains (X_old)); + assert (logVarSet_.contains (X_new) == false); + logVarSet_ -= X_old; + logVarSet_ |= X_new; + for (unsigned i = 0; i < logVars_.size(); i++) { + if (logVars_[i] == X_old) { + logVars_[i] = X_new; + return; + } + } + assert (false); +} + + + +void +ConstraintTree::applySubstitution (const Substitution& theta) +{ + for (unsigned i = 0; i < logVars_.size(); i++) { + logVars_[i] = theta.newNameFor (logVars_[i]); + } + logVarSet_ = LogVarSet (logVars_); +} + + + +void +ConstraintTree::project (const LogVarSet& X) +{ + assert (logVarSet_.contains (X)); + remove ((logVarSet_ - X)); +} + + + +void +ConstraintTree::remove (const LogVarSet& X) +{ + assert (logVarSet_.contains (X)); + if (X.empty()) { + return; + } + moveToBottom (X.elements()); + unsigned level = getLevel (X.front()) - 1; + CTNodes nodes = getNodesAtLevel (level); + for (unsigned i = 0; i < nodes.size(); i++) { + CTNodes childs = nodes[i]->childs(); + for (unsigned j = 0; j < childs.size(); j++) { + nodes[i]->removeChild (childs[j]); + deleteSubtree (childs[j]); + } + } + logVars_.resize (logVars_.size() - X.size()); + logVarSet_ -= X; +} + + + +bool +ConstraintTree::ConstraintTree::isSingleton (LogVar X) +{ + SymbolSet symbols; + CTNodes nodes = getNodesAtLevel (getLevel (X)); + for (unsigned i = 0; i < nodes.size(); i++) { + symbols.insert (nodes[i]->symbol()); + } + return symbols.size() == 1; +} + + + +LogVarSet +ConstraintTree::singletons (void) +{ + LogVarSet singletons; + for (unsigned i = 0; i < logVars_.size(); i++) { + if (isSingleton (logVars_[i])) { + singletons.insert (logVars_[i]); + } + } + return singletons; +} + + + +TupleSet +ConstraintTree::tupleSet (unsigned stopLevel) const +{ + assert (root_->isRoot()); + Tuples tuples; + if (stopLevel == 0) { + stopLevel = logVars_.size(); + } + getTuples (root_, Tuples(), stopLevel, tuples, CTNodes() = {}); + return TupleSet (tuples); +} + + + +TupleSet +ConstraintTree::tupleSet (const LogVars& lvs) +{ + Tuples tuples; + moveToTop (lvs); + unsigned stopLevel = lvs.size(); + getTuples (root_, Tuples(), stopLevel, tuples, CTNodes() = {}); + return TupleSet (tuples); +} + + + +void +ConstraintTree::exportToGraphViz ( + const char* fileName, + bool showLogVars) const +{ + ofstream out (fileName); + if (!out.is_open()) { + cerr << "error: cannot open file to write at " ; + cerr << "ConstraintTree::exportToDotFile()" << endl; + abort(); + } + out << "digraph {" << endl; + ConstraintTree copy (*this); + // copy.moveToTop (copy.logVarSet_.elements()); + CTNodes nodes = getNodesBelow (copy.root_); + out << "\"" << copy.root_ << "\"" << " [label=\"R\"]" << endl; + for (unsigned i = 1; i < nodes.size(); i++) { + out << "\"" << nodes[i] << "\""; + out << " [label=\"" << *nodes[i] << "\"]" ; + out << endl; + } + for (unsigned i = 0; i < nodes.size(); i++) { + const CTNodes& childs = nodes[i]->childs(); + for (unsigned j = 0; j < childs.size(); j++) { + out << "\"" << nodes[i] << "\"" ; + out << " -> " ; + out << "\"" << childs[j] << "\"" << endl ; + } + } + if (showLogVars) { + out << "Root [label=\"\", shape=plaintext]" << endl; + for (unsigned i = 0; i < copy.logVars_.size(); i++) { + out << copy.logVars_[i] << " [label=" ; + out << copy.logVars_[i] << ", " ; + out << "shape=plaintext, fontsize=14]" << endl; + } + out << "Root -> " << copy.logVars_[0]; + out << " [style=invis]" << endl; + for (unsigned i = 0; i < copy.logVars_.size() - 1; i++) { + out << copy.logVars_[i] << " -> " << copy.logVars_[i + 1]; + out << " [style=invis]" << endl; + } + } + out << "}" << endl; + out.close(); +} + + + +bool +ConstraintTree::isCountNormalized (const LogVarSet& Ys) +{ + assert (logVarSet_.contains (Ys)); + if (Ys.empty()) { + return true; + } + if (Ys.size() == logVars_.size()) { + assert (LogVarSet (logVars_) == LogVarSet (Ys)); + return true; + } + LogVarSet Zs = logVarSet_ - LogVarSet (Ys); + moveToTop (Zs.elements()); + CTNodes nodes = getNodesAtLevel (Zs.size()); + unsigned count = countTuples (nodes[0]); + for (unsigned i = 1; i < nodes.size(); i++) { + if (countTuples (nodes[i]) != count) { + return false; + } + } + return true; +} + + + +unsigned +ConstraintTree::getConditionalCount (const LogVarSet& Ys) +{ + assert (isCountNormalized (Ys)); + if (Ys.empty()) { + return 1; + } + if (Ys.size() == logVars_.size()) { + assert (LogVarSet (Ys) == LogVarSet (logVars_)); + return countTuples (root_); + } + LogVarSet Zs = logVarSet_ - Ys; + moveToTop (Zs.elements()); + CTNode* n = root_; + unsigned l = 0; + while (l != Zs.size()) { + n = n->childs()[0]; + l ++; + } + return countTuples (n); +} + + + +TinySet +ConstraintTree::getConditionalCounts (const LogVarSet& Ys) +{ + TinySet counts; + assert (logVarSet_.contains (Ys)); + if (Ys.empty()) { + counts.insert (1); + } else if (Ys.size() == logVars_.size()) { + assert (LogVarSet (logVars_) == LogVarSet (Ys)); + counts.insert (countTuples (root_)); + } else { + LogVarSet Zs = logVarSet_ - LogVarSet (Ys); + moveToTop (Zs.elements()); + CTNodes nodes = getNodesAtLevel (Zs.size()); + for (unsigned i = 0; i < nodes.size(); i++) { + counts.insert (countTuples (nodes[i])); + } + } + return counts; +} + + + +bool +ConstraintTree::isCarteesianProduct (const LogVarSet& Xs) const +{ + assert (logVarSet_.contains (Xs)); + if (Xs.size() <= 1) { + return true; + } + for (unsigned i = 1; i < Xs.size(); i++) { + CTNodes nodes = getNodesAtLevel (i); + for (unsigned j = 1; j < nodes.size(); j++) { + if (nodes[j-1]->nrChilds() != nodes[ j ]->nrChilds()) { + return false; + } + if (nodes[j-1]->childSymbols() != nodes[ j ]->childSymbols()) { + return false; + } + } + } + return true; +} + + + +std::pair +ConstraintTree::split ( + const Tuple& tuple, + unsigned stopLevel) +{ + ConstraintTree tempCt (logVars_, {tuple}); + return split (&tempCt, stopLevel); +} + + + +std::pair +ConstraintTree::split ( + const ConstraintTree* ct, + unsigned stopLevel) const +{ + assert (stopLevel > 0); + assert (stopLevel <= logVars_.size()); + assert (stopLevel <= ct->logVars_.size()); + + CTNodes commNodes; + ConstraintTree* exclCt = new ConstraintTree (*this); + split (exclCt->root(), ct->root(), commNodes, stopLevel); + + ConstraintTree* commCt = new ConstraintTree (logVars_); + for (unsigned i = 0; i < commNodes.size(); i++) { + commCt->root()->addChild (commNodes[i]); + } + //cout << commCt->tupleSet() << " + " ; + //cout << exclCt->tupleSet() << " = " ; + //cout << tupleSet() << endl << endl; + // if (((commCt->tupleSet() | exclCt->tupleSet()) == tupleSet()) == false) { + // exportToGraphViz ("_fail.dot", true); + // commCt->exportToGraphViz ("_fail_comm.dot", true); + // exclCt->exportToGraphViz ("_fail_excl.dot", true); + // } + assert ((commCt->tupleSet() | exclCt->tupleSet()) == tupleSet()); + assert ((exclCt->tupleSet (stopLevel) & ct->tupleSet (stopLevel)).empty()); + return {commCt, exclCt}; +} + + + +ConstraintTrees +ConstraintTree::countNormalize (const LogVarSet& Ys) +{ + assert (logVarSet_.contains (Ys)); + LogVarSet Zs = logVarSet_ - Ys; + if (Ys.empty() || Zs.empty()) { + return { new ConstraintTree (*this) }; + } + moveToTop (Zs.elements()); + ConstraintTrees cts; + unordered_map countMap; + unsigned stopLevel = getLevel (Zs.back()); + const CTNodes& childs = root_->childs(); + + for (unsigned i = 0; i < childs.size(); i++) { + const vector>& res + = countNormalize (childs[i], stopLevel); + for (unsigned j = 0; j < res.size(); j++) { + unordered_map::iterator it + = countMap.find (res[j].second); + if (it == countMap.end()) { + ConstraintTree* newCt = new ConstraintTree (logVars_); + it = countMap.insert (make_pair (res[j].second, newCt)).first; + cts.push_back (newCt); + } + it->second->root_->addChild (res[j].first); + } + } + return cts; +} + + + +ConstraintTrees +ConstraintTree::jointCountNormalize ( + ConstraintTree* commCt, + ConstraintTree* exclCt, + LogVar X, + LogVar X_new1, + LogVar X_new2) +{ + exportToGraphViz ("C.dot", true); + commCt->exportToGraphViz ("C_comm.dot", true); + exclCt->exportToGraphViz ("C_exlc.dot", true); + unsigned N = getConditionalCount (X); + cout << "My tuples: " << tupleSet() << endl; + cout << "CommCt tuples: " << commCt->tupleSet() << endl; + cout << "ExclCt tuples: " << exclCt->tupleSet() << endl; + cout << "Counted Lv: " << X << endl; + cout << "Original N: " << N << endl; + cout << endl; + + ConstraintTrees normCts1 = commCt->countNormalize (X); + vector counts1 (normCts1.size()); + for (unsigned i = 0; i < normCts1.size(); i++) { + counts1[i] = normCts1[i]->getConditionalCount (X); + cout << "normCts1[" << i << "] #" << counts1[i] ; + cout << " " << normCts1[i]->tupleSet() << endl; + } + + ConstraintTrees normCts2 = exclCt->countNormalize (X); + vector counts2 (normCts2.size()); + for (unsigned i = 0; i < normCts2.size(); i++) { + counts2[i] = normCts2[i]->getConditionalCount (X); + cout << "normCts2[" << i << "] #" << counts2[i] ; + cout << " " << normCts2[i]->tupleSet() << endl; + } + cout << endl; + + cout << "1###### " << normCts1.size() << endl; + cout << "2###### " << normCts2.size() << endl; + + ConstraintTree* excl1 = 0; + for (unsigned i = 0; i < normCts1.size(); i++) { + if (counts1[i] == N) { + excl1 = normCts1[i]; + normCts1.erase (normCts1.begin() + i); + counts1.erase (counts1.begin() + i); + cout << ">joint-count(" << N << ",0)" << endl; + break; + } + } + + ConstraintTree* excl2 = 0; + for (unsigned i = 0; i < normCts2.size(); i++) { + if (counts2[i] == N) { + excl2 = normCts2[i]; + normCts2.erase (normCts2.begin() + i); + counts2.erase (counts2.begin() + i); + cout << ">>joint-count(0," << N << ")" << endl; + break; + } + } + + cout << "3###### " << normCts1.size() << endl; + cout << "4###### " << normCts2.size() << endl; + + for (unsigned i = 0; i < normCts1.size(); i++) { + unsigned j; + for (j = 0; counts1[i] + counts2[j] != N; j++) ; + cout << "joint-count(" << counts1[i] << "," << counts2[j] << ")" << endl; + const CTNodes& childs = normCts2[j]->root_->childs(); + for (unsigned k = 0; k < childs.size(); k++) { + normCts1[i]->root_->addChild (childs[k]); + } + } + + ConstraintTrees cts = normCts1; + commCt->rename (X, X_new1); + exclCt->rename (X, X_new2); + for (unsigned i = 0; i < cts.size(); i++) { + cts[i]->remove (X); + cts[i]->join (commCt); + cts[i]->join (exclCt); + } + + if (excl1 != 0) { + cts.push_back (excl1); + } + if (excl2 != 0) { + cts.push_back (excl2); + } + + for (unsigned i = 0; i < cts.size(); i++) { + stringstream ss; + ss << "aaacts_" << i + 1 << ".dot" ; + cts[i]->exportToGraphViz (ss.str().c_str(), true); + } + return cts; +} + + + +bool +ConstraintTree::identical ( + const ConstraintTree* ct1, + const ConstraintTree* ct2, + unsigned stopLevel) +{ + TupleSet ts1 = ct1->tupleSet (stopLevel); + TupleSet ts2 = ct2->tupleSet (stopLevel); + return ts1 == ts2; +} + + + +bool +ConstraintTree::overlap ( + const ConstraintTree* ct1, + const ConstraintTree* ct2, + unsigned stopLevel) +{ + const CTNodes& childs1 = ct1->root_->childs(); + const CTNodes& childs2 = ct2->root_->childs(); + for (unsigned i = 0; i < childs1.size(); i++) { + for (unsigned j = 0; j < childs2.size(); j++) { + if (overlap (childs1[i], childs2[j], stopLevel)) { + return true; + } + } + } + return false; +} + + + +LogVars +ConstraintTree::expand (LogVar X) +{ + moveToBottom ({X}); + assert (isCountNormalized (X)); + CTNodes nodes = getNodesAtLevel (logVars_.size() - 1); + unsigned nrSymbols = getConditionalCount (X); + for (unsigned i = 0; i < nodes.size(); i++) { + Symbols symbols; + CTNodes childs = nodes[i]->childs(); + for (unsigned j = 0; j < childs.size(); j++) { + symbols.push_back (childs[j]->symbol()); + nodes[i]->removeChild (childs[j]); + } + CTNode* prev = nodes[i]; + assert (symbols.size() == nrSymbols); + for (unsigned j = 0; j < nrSymbols; j++) { + CTNode* newNode = new CTNode (symbols[j], nodes[i]->level() + j); + prev->addChild (newNode); + prev = newNode; + } + } + LogVars newLvs; + logVars_.pop_back(); + for (unsigned i = 0; i < nrSymbols; i++) { + logVars_.push_back (LogVar (logVarSet_.back() + 1)); + newLvs.push_back (LogVar (logVarSet_.back() + 1)); + logVarSet_.insert (LogVar (logVarSet_.back() + 1)); + } + logVarSet_ -= X; + return newLvs; +} + + + +ConstraintTrees +ConstraintTree::ground (LogVar X) +{ + moveToTop ({X}); + ConstraintTrees cts; + const CTNodes& nodes = root_->childs(); + for (unsigned i = 0; i < nodes.size(); i++) { + CTNode* copy = copySubtree (nodes[i]); + copy->setSymbol (nodes[i]->symbol()); + ConstraintTree* newCt = new ConstraintTree (logVars_); + newCt->root()->addChild (copy); + cts.push_back (newCt); + } + return cts; +} + + + +unsigned +ConstraintTree::countTuples (const CTNode* n) const +{ + if (n->isLeaf()) { + return 1; + } + unsigned sum = 0; + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + sum += countTuples (childs[i]); + } + return sum; +} + + + +CTNodes +ConstraintTree::getNodesBelow (CTNode* fromHere) const +{ + CTNodes nodes; + queue queue; + queue.push (fromHere); + while (queue.empty() == false) { + CTNode* node = queue.front(); + nodes.push_back (node); + for (unsigned i = 0; i < node->childs().size(); i++) { + queue.push (node->childs()[i]); + } + queue.pop(); + } + return nodes; +} + + + +CTNodes +ConstraintTree::getNodesAtLevel (unsigned level) const +{ + assert (level <= logVars_.size()); + CTNodes nodes; + queue queue; + queue.push (root_); + while (queue.empty() == false) { + CTNode* node = queue.front(); + if (node->level() == level) { + nodes.push_back (node); + } else { + for (unsigned i = 0; i < node->childs().size(); i++) { + queue.push (node->childs()[i]); + } + } + queue.pop(); + } + return nodes; +} + + + +void +ConstraintTree::swapLogVar (LogVar X) +{ + LogVars::iterator it = + std::find (logVars_.begin(),logVars_.end(), X); + assert (it != logVars_.end()); + unsigned pos = std::distance (logVars_.begin(), it); + + const CTNodes& nodes = getNodesAtLevel (pos); + for (unsigned i = 0; i < nodes.size(); i++) { + const CTNodes childs = nodes[i]->childs(); + for (unsigned j = 0; j < childs.size(); j++) { + nodes[i]->removeChild (childs[j]); + const CTNodes grandsons = childs[j]->childs(); + for (unsigned k = 0; k < grandsons.size(); k++) { + CTNode* childCopy = new CTNode (*childs[j]); + const CTNodes greatGrandsons = grandsons[k]->childs(); + for (unsigned t = 0; t < greatGrandsons.size(); t++) { + grandsons[k]->removeChild (greatGrandsons[t]); + childCopy->addChild (greatGrandsons[t], false); + } + childCopy->setLevel (childCopy->level() + 1); + grandsons[k]->addChild (childCopy, false); + grandsons[k]->setLevel (grandsons[k]->level() - 1); + nodes[i]->addChild (grandsons[k], false); + } + delete childs[j]; + } + } + + std::swap (logVars_[pos], logVars_[pos + 1]); +} + + + +bool +ConstraintTree::join ( + CTNode* n, + const Tuple& tuple, + unsigned currIdx, + CTNode* appendNode) +{ + bool tupleFounded = false; + if (n->symbol() == tuple[currIdx]) { + if (currIdx == tuple.size() - 1) { + const CTNodes& childs = appendNode->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + n->addChild (copySubtree (childs[i])); + } + return true; + } + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + tupleFounded |= join (childs[i], tuple, currIdx + 1, appendNode); + } + } + return tupleFounded; +} + + + +bool +ConstraintTree::indenticalSubtrees ( + const CTNode* n1, + const CTNode* n2, + bool compare) const +{ + if (compare) { + if (n1->symbol() != n2->symbol()) { + return false; + } + } + const CTNodes& childs1 = n1->childs(); + const CTNodes& childs2 = n2->childs(); + if (childs1.size() != childs2.size()) { + return false; + } + for (unsigned i = 0; i < childs1.size(); i++) { + if (indenticalSubtrees (childs1[i], childs2[i], true) == false) { + return false; + } + } + return true; +} + + + +void +ConstraintTree::getTuples ( + CTNode* n, + Tuples currTuples, + unsigned stopLevel, + Tuples& tuplesCollected, + CTNodes& continuationNodes) const +{ + if (n->isRoot() == false) { + if (currTuples.size() == 0) { + currTuples.push_back ({ n->symbol()}); + } else { + for (unsigned i = 0; i < currTuples.size(); i++) { + currTuples[i].push_back (n->symbol()); + } + } + if (n->level() == stopLevel) { + for (unsigned i = 0; i < currTuples.size(); i++) { + tuplesCollected.push_back (currTuples[i]); + continuationNodes.push_back (n); + } + return; + } + } + + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + getTuples (childs[i], + currTuples, + stopLevel, + tuplesCollected, + continuationNodes); + } +} + + + +unsigned +ConstraintTree::size (void) const +{ + return countTuples (root_); +} + + + +unsigned +ConstraintTree::nrSymbols (LogVar X) +{ + moveToTop ({X}); + return root_->childs().size(); +} + + + +vector> +ConstraintTree::countNormalize ( + const CTNode* n, + unsigned stopLevel) +{ + if (n->level() == stopLevel) { + return vector>() = { + make_pair (copySubtree (n), countTuples (n)) + }; + } + + vector> res; + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + const vector>& lowerRes = + countNormalize (childs[i], stopLevel); + for (unsigned j = 0; j < lowerRes.size(); j++) { + CTNode* newNode = new CTNode (*n); + newNode->addChild (lowerRes[j].first); + res.push_back (make_pair (newNode, lowerRes[j].second)); + } + } + return res; +} + + +/* +void +ConstraintTree::split ( + CTNode* n1, + CTNode* n2, + CTNodes& nodes, + unsigned stopLevel) +{ + CTNodes& childs1 = n1->childs(); + CTNodes& childs2 = n2->childs(); + // cout << string (n1->level() * 8, '-') << "Level = " << n1->level() + 1; + // cout << ", #I = " << childs1.size(); + // cout << ", #J = " << childs2.size() << endl; + for (unsigned i = 0; i < childs1.size(); i++) { + for (unsigned j = 0; j < childs2.size(); j++) { + if (childs1[i]->symbol() != childs2[j]->symbol()) { + continue; + } + if (childs1[i]->level() == stopLevel) { + CTNode* newNode = copySubtree (childs1[i]); + newNode->setSymbol (childs1[i]->symbol()); + nodes.push_back (newNode); + childs1[i]->setSymbol (Symbol::invalid()); + break; + } else { + CTNodes lowerNodes; + split (childs1[i], childs2[j], lowerNodes, stopLevel); + if (lowerNodes.empty() == false) { + CTNode* me = new CTNode (childs1[i]->symbol(), childs1[i]->level()); + for (unsigned k = 0; k < lowerNodes.size(); k++) { + me->addChild (lowerNodes[k]); + } + nodes.push_back (me); + } + if (childs1[i]->isLeaf()) { + break; + } + } + } + } + + for (int i = 0; i < (int)childs1.size(); i++) { + // cout << string (n1->level() * 8, '-') << childs1[i]; + if (childs1[i]->symbol() == Symbol::invalid()) { + // cout << " empty, removing..." ; + n1->removeChild (childs1[i]); + i --; + } else if (childs1[i]->isLeaf() && + childs1[i]->level() != stopLevel) { + // cout << " leaf, removing..." ; + n1->removeChild (childs1[i]); + i --; + } + // cout << endl; + } +} +*/ + + + +void +ConstraintTree::split ( + CTNode* n1, + CTNode* n2, + CTNodes& nodes, + unsigned stopLevel) +{ + CTNodes& childs1 = n1->childs(); + CTNodes& childs2 = n2->childs(); + for (unsigned i = 0; i < childs1.size(); i++) { + CTNode* intersectNode = 0; + for (unsigned j = 0; j < childs2.size(); j++) { + if (childs1[i]->symbol() == childs2[j]->symbol()) { + intersectNode = childs2[j]; + break; + } + } + if (intersectNode == 0) { + continue; + } + if (childs1[i]->level() == stopLevel) { + CTNode* newNode = copySubtree (childs1[i]); + nodes.push_back (newNode); + childs1[i]->setSymbol (Symbol::invalid()); + } else { + CTNodes lowerNodes; + split (childs1[i], intersectNode, lowerNodes, stopLevel); + if (lowerNodes.empty() == false) { + CTNode* newNode = new CTNode (*childs1[i]); + for (unsigned j = 0; j < lowerNodes.size(); j++) { + newNode->addChild (lowerNodes[j]); + } + nodes.push_back (newNode); + } + } + } + + for (int i = 0; i < (int)childs1.size(); i++) { + if (childs1[i]->symbol() == Symbol::invalid()) { + n1->removeChild (childs1[i]); + i --; + } else if (childs1[i]->isLeaf() && + childs1[i]->level() != stopLevel) { + n1->removeChild (childs1[i]); + i --; + } + } +} + + + +bool +ConstraintTree::overlap ( + const CTNode* n1, + const CTNode* n2, + unsigned stopLevel) +{ + if (n1->isRoot() == false) { + if (n1->level() == stopLevel) { + return n1->symbol() == n2->symbol(); + } + if (n1->symbol() != n2->symbol()) { + return false; + } + } + const CTNodes& childsI = n1->childs(); + const CTNodes& childsJ = n2->childs(); + for (unsigned i = 0; i < childsI.size(); i++) { + for (unsigned j = 0; j < childsJ.size(); j++) { + if (overlap (childsI[i], childsJ[j], stopLevel)) { + return true; + } + } + } + return false; +} + + + +CTNode* +ConstraintTree::copySubtree (const CTNode* n) +{ + CTNode* newNode = new CTNode (*n); + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + newNode->addChild (copySubtree (childs[i])); + } + return newNode; +} + + + +void +ConstraintTree::deleteSubtree (CTNode* n) +{ + assert (n); + const CTNodes& childs = n->childs(); + for (unsigned i = 0; i < childs.size(); i++) { + deleteSubtree (childs[i]); + } + delete n; +} + diff --git a/packages/CLPBN/clpbn/bp/ConstraintTree.h b/packages/CLPBN/clpbn/bp/ConstraintTree.h new file mode 100644 index 000000000..0ce7eedac --- /dev/null +++ b/packages/CLPBN/clpbn/bp/ConstraintTree.h @@ -0,0 +1,189 @@ +#ifndef HORUS_CONSTRAINTTREE_H +#define HORUS_CONSTRAINTTREE_H + +#include +#include + +#include +#include + +#include "TinySet.h" +#include "LiftedUtils.h" + +using namespace std; + + +class CTNode; +typedef vector CTNodes; + +class ConstraintTree; +typedef vector ConstraintTrees; + + + + +class CTNode +{ + public: + CTNode (const CTNode& n) : symbol_(n.symbol()), level_(n.level()) { } + + CTNode (Symbol s, unsigned l) : symbol_(s) , level_(l) { } + + unsigned level (void) const { return level_; } + + void setLevel (unsigned level) { level_ = level; } + + Symbol symbol (void) const { return symbol_; } + + void setSymbol (const Symbol s) { symbol_ = s; } + + CTNodes& childs (void) { return childs_; } + + const CTNodes& childs (void) const { return childs_; } + + unsigned nrChilds (void) const { return childs_.size(); } + + bool isRoot (void) const { return level_ == 0; } + + bool isLeaf (void) const { return childs_.empty(); } + + void addChild (CTNode*, bool = true); + void removeChild (CTNode*); + SymbolSet childSymbols (void) const; + + private: + void updateChildLevels (CTNode*, unsigned); + + Symbol symbol_; + CTNodes childs_; + unsigned level_; +}; + + + +ostream& operator<< (ostream &out, const CTNode&); + + +class ConstraintTree +{ + public: + ConstraintTree (const LogVars&); + ConstraintTree (const LogVars&, const Tuples&); + ConstraintTree (const ConstraintTree&); + ~ConstraintTree (void); + + CTNode* root (void) const { return root_; } + + bool empty (void) const { return root_->childs().empty(); } + + const LogVars& logVars (void) const + { + assert (LogVarSet (logVars_) == logVarSet_); + return logVars_; + } + + const LogVarSet& logVarSet (void) const + { + assert (LogVarSet (logVars_) == logVarSet_); + return logVarSet_; + } + + unsigned nrLogVars (void) const + { + return logVars_.size(); + assert (LogVarSet (logVars_) == logVarSet_); + } + + void addTuple (const Tuple&); + bool containsTuple (const Tuple&); + void moveToTop (const LogVars&); + void moveToBottom (const LogVars&); + void join (ConstraintTree*, bool = false); + unsigned getLevel (LogVar) const; + void rename (LogVar, LogVar); + void applySubstitution (const Substitution&); + void project (const LogVarSet&); + void remove (const LogVarSet&); + bool isSingleton (LogVar); + LogVarSet singletons (void); + TupleSet tupleSet (unsigned = 0) const; + TupleSet tupleSet (const LogVars&); + unsigned size (void) const; + unsigned nrSymbols (LogVar); + void exportToGraphViz (const char*, bool = false) const; + bool isCountNormalized (const LogVarSet&); + unsigned getConditionalCount (const LogVarSet&); + TinySet getConditionalCounts (const LogVarSet&); + bool isCarteesianProduct (const LogVarSet&) const; + + std::pair split ( + const Tuple&, + unsigned); + + std::pair split ( + const ConstraintTree*, + unsigned) const; + + ConstraintTrees countNormalize (const LogVarSet&); + + ConstraintTrees jointCountNormalize ( + ConstraintTree*, + ConstraintTree*, + LogVar, + LogVar, + LogVar); + + static bool identical ( + const ConstraintTree*, + const ConstraintTree*, + unsigned); + + static bool overlap ( + const ConstraintTree*, + const ConstraintTree*, + unsigned); + + LogVars expand (LogVar); + ConstraintTrees ground (LogVar); + + private: + unsigned countTuples (const CTNode*) const; + CTNodes getNodesBelow (CTNode*) const; + CTNodes getNodesAtLevel (unsigned) const; + void swapLogVar (LogVar); + bool join (CTNode*, const Tuple&, unsigned, CTNode*); + + bool indenticalSubtrees ( + const CTNode*, + const CTNode*, + bool) const; + + void getTuples ( + CTNode*, + Tuples, + unsigned, + Tuples&, + CTNodes&) const; + + vector> countNormalize ( + const CTNode*, + unsigned); + + static void split ( + CTNode*, + CTNode*, + CTNodes&, + unsigned); + + static bool overlap (const CTNode*, const CTNode*, unsigned); + static CTNode* copySubtree (const CTNode*); + static void deleteSubtree (CTNode*); + + CTNode* root_; + LogVars logVars_; + LogVarSet logVarSet_; +}; + + +#endif // HORUS_CONSTRAINTTREE_H + diff --git a/packages/CLPBN/clpbn/bp/CptEntry.cpp b/packages/CLPBN/clpbn/bp/CptEntry.cpp deleted file mode 100644 index 7ef03f075..000000000 --- a/packages/CLPBN/clpbn/bp/CptEntry.cpp +++ /dev/null @@ -1,38 +0,0 @@ -#include "CptEntry.h" - -CptEntry::CptEntry (int cptIndex, vector instantiations) -{ - cptIndex_ = cptIndex; - instantiations_ = instantiations; -} - - - -int -CptEntry::getCptIndex (void) const -{ - return cptIndex_; -} - - - -vector -CptEntry::getDomainInstantiations (void) const -{ - return instantiations_; -} - - - -bool -CptEntry::matchConstraints (const vector >& constraints) const -{ - for (unsigned int j = 0; j < constraints.size(); j++) { - int index = constraints[j].first; - if (instantiations_[index] != constraints[j].second) { - return false; - } - } - return true; -} - diff --git a/packages/CLPBN/clpbn/bp/CptEntry.h b/packages/CLPBN/clpbn/bp/CptEntry.h deleted file mode 100644 index b5248bada..000000000 --- a/packages/CLPBN/clpbn/bp/CptEntry.h +++ /dev/null @@ -1,43 +0,0 @@ -#ifndef HORUS_CPTENTRY_H -#define HORUS_CPTENTRY_H - -#include - -#include "Shared.h" - -using namespace std; - -class CptEntry -{ - public: - CptEntry (unsigned index, const DConf& conf) - { - index_ = index; - conf_ = conf; - } - - unsigned getParameterIndex (void) const { return index_; } - const DConf& getDomainConfiguration (void) const { return conf_; } - - bool matchConstraints (const DConstraint& constr) const - { - return conf_[constr.first] == constr.second; - } - - bool matchConstraints (const vector& constrs) const - { - for (unsigned j = 0; j < constrs.size(); j++) { - if (conf_[constrs[j].first] != constrs[j].second) { - return false; - } - } - return true; - } - - private: - unsigned index_; - DConf conf_; -}; - -#endif // HORUS_CPTENTRY_H - diff --git a/packages/CLPBN/clpbn/bp/Distribution.h b/packages/CLPBN/clpbn/bp/Distribution.h index aef050838..42306b728 100644 --- a/packages/CLPBN/clpbn/bp/Distribution.h +++ b/packages/CLPBN/clpbn/bp/Distribution.h @@ -3,34 +3,39 @@ #include -#include "CptEntry.h" -#include "Shared.h" +#include "Horus.h" + +//TODO die die die die die using namespace std; + struct Distribution { public: - Distribution (unsigned id) + Distribution (int id) + { + this->id = id; + } + + Distribution (const Params& params, int id = -1) { this->id = id; this->params = params; } - Distribution (const ParamSet& params, unsigned id = -1) - { - this->id = id; - this->params = params; - } - - void updateParameters (const ParamSet& params) + void updateParameters (const Params& params) { this->params = params; } - unsigned id; - ParamSet params; - vector entries; + bool shared (void) + { + return id != -1; + } + + int id; + Params params; private: DISALLOW_COPY_AND_ASSIGN (Distribution); diff --git a/packages/CLPBN/clpbn/bp/ElimGraph.cpp b/packages/CLPBN/clpbn/bp/ElimGraph.cpp index 4c5d7581b..c62a2b0eb 100644 --- a/packages/CLPBN/clpbn/bp/ElimGraph.cpp +++ b/packages/CLPBN/clpbn/bp/ElimGraph.cpp @@ -65,7 +65,7 @@ void ElimGraph::addNode (EgNode* n) { nodes_.push_back (n); - vid2nodes_.insert (make_pair (n->varId(), n)); + varMap_.insert (make_pair (n->varId(), n)); } @@ -73,8 +73,8 @@ ElimGraph::addNode (EgNode* n) EgNode* ElimGraph::getEgNode (VarId vid) const { - unordered_map::const_iterator it = vid2nodes_.find (vid); - if (it == vid2nodes_.end()) { + unordered_map::const_iterator it =varMap_.find (vid); + if (it ==varMap_.end()) { return 0; } else { return it->second; @@ -83,10 +83,10 @@ ElimGraph::getEgNode (VarId vid) const -VarIdSet -ElimGraph::getEliminatingOrder (const VarIdSet& exclude) +VarIds +ElimGraph::getEliminatingOrder (const VarIds& exclude) { - VarIdSet elimOrder; + VarIds elimOrder; marked_.resize (nodes_.size(), false); for (unsigned i = 0; i < exclude.size(); i++) { @@ -275,7 +275,7 @@ ElimGraph::printGraphicalModel (void) const void ElimGraph::exportToGraphViz (const char* fileName, bool showNeighborless, - const VarIdSet& highlightVarIds) const + const VarIds& highlightVarIds) const { ofstream out (fileName); if (!out.is_open()) { diff --git a/packages/CLPBN/clpbn/bp/ElimGraph.h b/packages/CLPBN/clpbn/bp/ElimGraph.h index de5cb80f6..8dbcc3db7 100644 --- a/packages/CLPBN/clpbn/bp/ElimGraph.h +++ b/packages/CLPBN/clpbn/bp/ElimGraph.h @@ -4,7 +4,7 @@ #include "unordered_map" #include "FactorGraph.h" -#include "Shared.h" +#include "Horus.h" using namespace std; @@ -45,10 +45,10 @@ class ElimGraph } void addNode (EgNode*); EgNode* getEgNode (VarId) const; - VarIdSet getEliminatingOrder (const VarIdSet&); + VarIds getEliminatingOrder (const VarIds&); void printGraphicalModel (void) const; void exportToGraphViz (const char*, bool = true, - const VarIdSet& = VarIdSet()) const; + const VarIds& = VarIds()) const; void setIndexes(); static void setEliminationHeuristic (ElimHeuristic h) @@ -68,7 +68,7 @@ class ElimGraph vector nodes_; vector marked_; - unordered_map vid2nodes_; + unordered_map varMap_; static ElimHeuristic elimHeuristic_; }; diff --git a/packages/CLPBN/clpbn/bp/Factor.cpp b/packages/CLPBN/clpbn/bp/Factor.cpp index e5f16f9e1..6efb6beb5 100644 --- a/packages/CLPBN/clpbn/bp/Factor.cpp +++ b/packages/CLPBN/clpbn/bp/Factor.cpp @@ -7,7 +7,8 @@ #include #include "Factor.h" -#include "StatesIndexer.h" +#include "Indexer.h" +#include "Util.h" Factor::Factor (const Factor& g) @@ -21,7 +22,7 @@ Factor::Factor (VarId vid, unsigned nStates) { varids_.push_back (vid); ranges_.push_back (nStates); - dist_ = new Distribution (ParamSet (nStates, 1.0)); + dist_ = new Distribution (Params (nStates, 1.0)); } @@ -36,12 +37,12 @@ Factor::Factor (const VarNodes& vars) } // create a uniform distribution double val = 1.0 / nParams; - dist_ = new Distribution (ParamSet (nParams, val)); + dist_ = new Distribution (Params (nParams, val)); } -Factor::Factor (VarId vid, unsigned nStates, const ParamSet& params) +Factor::Factor (VarId vid, unsigned nStates, const Params& params) { varids_.push_back (vid); ranges_.push_back (nStates); @@ -61,7 +62,7 @@ Factor::Factor (VarNodes& vars, Distribution* dist) -Factor::Factor (const VarNodes& vars, const ParamSet& params) +Factor::Factor (const VarNodes& vars, const Params& params) { for (unsigned i = 0; i < vars.size(); i++) { varids_.push_back (vars[i]->varId()); @@ -72,9 +73,9 @@ Factor::Factor (const VarNodes& vars, const ParamSet& params) -Factor::Factor (const VarIdSet& vids, +Factor::Factor (const VarIds& vids, const Ranges& ranges, - const ParamSet& params) + const Params& params) { varids_ = vids; ranges_ = ranges; @@ -83,11 +84,20 @@ Factor::Factor (const VarIdSet& vids, +Factor::~Factor (void) +{ + if (dist_->shared() == false) { + delete dist_; + } +} + + + void -Factor::setParameters (const ParamSet& params) +Factor::setParameters (const Params& params) { assert (dist_->params.size() == params.size()); - dist_->updateParameters (params); + dist_->params = params; } @@ -97,140 +107,159 @@ Factor::copyFromFactor (const Factor& g) { varids_ = g.getVarIds(); ranges_ = g.getRanges(); - dist_ = new Distribution (g.getDistribution()->params); + dist_ = new Distribution (g.getParameters()); } void -Factor::multiplyByFactor (const Factor& g, const vector* entries) +Factor::multiply (const Factor& g) { if (varids_.size() == 0) { copyFromFactor (g); return; } - const VarIdSet& gvarids = g.getVarIds(); - const Ranges& granges = g.getRanges(); - const ParamSet& gparams = g.getParameters(); + const VarIds& g_varids = g.getVarIds(); + const Ranges& g_ranges = g.getRanges(); + const Params& g_params = g.getParameters(); - if (varids_ == gvarids) { + if (varids_ == g_varids) { // optimization: if the factors contain the same set of variables, // we can do a 1 to 1 operation on the parameters - switch (NSPACE) { - case NumberSpace::NORMAL: - Util::multiply (dist_->params, gparams); - break; - case NumberSpace::LOGARITHM: - Util::add (dist_->params, gparams); + if (Globals::logDomain) { + Util::add (dist_->params, g_params); + } else { + Util::multiply (dist_->params, g_params); } } else { - bool hasCommonVars = false; + bool sharedVars = false; vector gvarpos; - for (unsigned i = 0; i < gvarids.size(); i++) { - int pos = getPositionOf (gvarids[i]); - if (pos == -1) { - insertVariable (gvarids[i], granges[i]); + for (unsigned i = 0; i < g_varids.size(); i++) { + int idx = indexOf (g_varids[i]); + if (idx == -1) { + insertVariable (g_varids[i], g_ranges[i]); gvarpos.push_back (varids_.size() - 1); } else { - hasCommonVars = true; - gvarpos.push_back (pos); + sharedVars = true; + gvarpos.push_back (idx); } } - if (hasCommonVars) { - vector gvaroffsets (gvarids.size()); - gvaroffsets[gvarids.size() - 1] = 1; - for (int i = gvarids.size() - 2; i >= 0; i--) { - gvaroffsets[i] = gvaroffsets[i + 1] * granges[i + 1]; - } - - if (entries == 0) { - entries = &getCptEntries(); - } - - for (unsigned i = 0; i < entries->size(); i++) { - unsigned idx = 0; - const DConf& conf = (*entries)[i].getDomainConfiguration(); - for (unsigned j = 0; j < gvarpos.size(); j++) { - idx += gvaroffsets[j] * conf[ gvarpos[j] ]; - } - switch (NSPACE) { - case NumberSpace::NORMAL: - dist_->params[i] *= gparams[idx]; - break; - case NumberSpace::LOGARITHM: - dist_->params[i] += gparams[idx]; - } - } - } else { + if (sharedVars == false) { // optimization: if the original factors doesn't have common variables, // we don't need to marry the states of the common variables unsigned count = 0; for (unsigned i = 0; i < dist_->params.size(); i++) { - switch (NSPACE) { - case NumberSpace::NORMAL: - dist_->params[i] *= gparams[count]; - break; - case NumberSpace::LOGARITHM: - dist_->params[i] += gparams[count]; + if (Globals::logDomain) { + dist_->params[i] += g_params[count]; + } else { + dist_->params[i] *= g_params[count]; } count ++; - if (count >= gparams.size()) { + if (count >= g_params.size()) { count = 0; } } + } else { + StatesIndexer indexer (ranges_, false); + while (indexer.valid()) { + unsigned g_li = 0; + unsigned prod = 1; + for (int j = gvarpos.size() - 1; j >= 0; j--) { + g_li += indexer[gvarpos[j]] * prod; + prod *= g_ranges[j]; + } + if (Globals::logDomain) { + dist_->params[indexer] += g_params[g_li]; + } else { + dist_->params[indexer] *= g_params[g_li]; + } + ++ indexer; + } } } - dist_->entries.clear(); } void -Factor::insertVariable (VarId vid, unsigned nStates) +Factor::insertVariable (VarId varId, unsigned nrStates) { - assert (getPositionOf (vid) == -1); - ParamSet newPs; - newPs.reserve (dist_->params.size() * nStates); - for (unsigned i = 0; i < dist_->params.size(); i++) { - for (unsigned j = 0; j < nStates; j++) { - newPs.push_back (dist_->params[i]); + assert (indexOf (varId) == -1); + Params oldParams = dist_->params; + dist_->params.clear(); + dist_->params.reserve (oldParams.size() * nrStates); + for (unsigned i = 0; i < oldParams.size(); i++) { + for (unsigned reps = 0; reps < nrStates; reps++) { + dist_->params.push_back (oldParams[i]); } } - varids_.push_back (vid); - ranges_.push_back (nStates); - dist_->updateParameters (newPs); - dist_->entries.clear(); + varids_.push_back (varId); + ranges_.push_back (nrStates); } void -Factor::removeAllVariablesExcept (VarId vid) +Factor::insertVariables (const VarIds& varIds, const Ranges& ranges) { - assert (getPositionOf (vid) != -1); + Params oldParams = dist_->params; + unsigned nrStates = 1; + for (unsigned i = 0; i < varIds.size(); i++) { + assert (indexOf (varIds[i]) == -1); + varids_.push_back (varIds[i]); + ranges_.push_back (ranges[i]); + nrStates *= ranges[i]; + } + dist_->params.clear(); + dist_->params.reserve (oldParams.size() * nrStates); + for (unsigned i = 0; i < oldParams.size(); i++) { + for (unsigned reps = 0; reps < nrStates; reps++) { + dist_->params.push_back (oldParams[i]); + } + } +} + + + +void +Factor::sumOutAllExcept (VarId vid) +{ + assert (indexOf (vid) != -1); while (varids_.back() != vid) { - removeLastVariable(); + sumOutLastVariable(); } while (varids_.front() != vid) { - removeFirstVariable(); + sumOutFirstVariable(); } } void -Factor::removeVariable (VarId vid) +Factor::sumOutAllExcept (const VarIds& vids) { - int pos = getPositionOf (vid); - assert (pos != -1); + for (unsigned i = 0; i < varids_.size(); i++) { + if (std::find (vids.begin(), vids.end(), varids_[i]) == vids.end()) { + sumOut (varids_[i]); + } + } +} + + + +void +Factor::sumOut (VarId vid) +{ + int idx = indexOf (vid); + assert (idx != -1); if (vid == varids_.back()) { - removeLastVariable(); // optimization + sumOutLastVariable(); // optimization return; } if (vid == varids_.front()) { - removeFirstVariable(); // optimization + sumOutFirstVariable(); // optimization return; } @@ -242,36 +271,35 @@ Factor::removeVariable (VarId vid) // on the left of `var', with the states of the remaining vars fixed unsigned leftVarOffset = 1; - for (int i = varids_.size() - 1; i > pos; i--) { + for (int i = varids_.size() - 1; i > idx; i--) { varOffset *= ranges_[i]; leftVarOffset *= ranges_[i]; } - leftVarOffset *= ranges_[pos]; + leftVarOffset *= ranges_[idx]; unsigned offset = 0; unsigned count1 = 0; unsigned count2 = 0; - unsigned newPsSize = dist_->params.size() / ranges_[pos]; + unsigned newpsSize = dist_->params.size() / ranges_[idx]; - ParamSet newPs; - newPs.reserve (newPsSize); + Params newps; + newps.reserve (newpsSize); + Params& params = dist_->params; - while (newPs.size() < newPsSize) { + while (newps.size() < newpsSize) { double sum = Util::addIdenty(); - for (unsigned i = 0; i < ranges_[pos]; i++) { - switch (NSPACE) { - case NumberSpace::NORMAL: - sum += dist_->params[offset]; - break; - case NumberSpace::LOGARITHM: - Util::logSum (sum, dist_->params[offset]); + for (unsigned i = 0; i < ranges_[idx]; i++) { + if (Globals::logDomain) { + Util::logSum (sum, params[offset]); + } else { + sum += params[offset]; } offset += varOffset; } - newPs.push_back (sum); + newps.push_back (sum); count1 ++; - if (pos == (int)varids_.size() - 1) { - offset = count1 * ranges_[pos]; + if (idx == (int)varids_.size() - 1) { + offset = count1 * ranges_[idx]; } else { if (((offset - varOffset + 1) % leftVarOffset) == 0) { count1 = 0; @@ -280,73 +308,66 @@ Factor::removeVariable (VarId vid) offset = (leftVarOffset * count2) + count1; } } - varids_.erase (varids_.begin() + pos); - ranges_.erase (ranges_.begin() + pos); - dist_->updateParameters (newPs); - dist_->entries.clear(); + varids_.erase (varids_.begin() + idx); + ranges_.erase (ranges_.begin() + idx); + dist_->params = newps; } void -Factor::removeFirstVariable (void) +Factor::sumOutFirstVariable (void) { - ParamSet& params = dist_->params; + Params& params = dist_->params; unsigned nStates = ranges_.front(); unsigned sep = params.size() / nStates; - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = sep; i < params.size(); i++) { - params[i % sep] += params[i]; - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = sep; i < params.size(); i++) { - Util::logSum (params[i % sep], params[i]); - } + if (Globals::logDomain) { + for (unsigned i = sep; i < params.size(); i++) { + Util::logSum (params[i % sep], params[i]); + } + } else { + for (unsigned i = sep; i < params.size(); i++) { + params[i % sep] += params[i]; + } } params.resize (sep); varids_.erase (varids_.begin()); ranges_.erase (ranges_.begin()); - dist_->entries.clear(); } void -Factor::removeLastVariable (void) +Factor::sumOutLastVariable (void) { - ParamSet& params = dist_->params; + Params& params = dist_->params; unsigned nStates = ranges_.back(); unsigned idx1 = 0; unsigned idx2 = 0; - switch (NSPACE) { - case NumberSpace::NORMAL: - while (idx1 < params.size()) { - params[idx2] = params[idx1]; + if (Globals::logDomain) { + while (idx1 < params.size()) { + params[idx2] = params[idx1]; + idx1 ++; + for (unsigned j = 1; j < nStates; j++) { + Util::logSum (params[idx2], params[idx1]); idx1 ++; - for (unsigned j = 1; j < nStates; j++) { - params[idx2] += params[idx1]; - idx1 ++; - } - idx2 ++; } - break; - case NumberSpace::LOGARITHM: - while (idx1 < params.size()) { - params[idx2] = params[idx1]; + idx2 ++; + } + } else { + while (idx1 < params.size()) { + params[idx2] = params[idx1]; + idx1 ++; + for (unsigned j = 1; j < nStates; j++) { + params[idx2] += params[idx1]; idx1 ++; - for (unsigned j = 1; j < nStates; j++) { - Util::logSum (params[idx2], params[idx1]); - idx1 ++; - } - idx2 ++; } + idx2 ++; + } } params.resize (idx2); varids_.pop_back(); ranges_.pop_back(); - dist_->entries.clear(); } @@ -354,34 +375,31 @@ Factor::removeLastVariable (void) void Factor::orderVariables (void) { - VarIdSet sortedVarIds = varids_; + VarIds sortedVarIds = varids_; sort (sortedVarIds.begin(), sortedVarIds.end()); - orderVariables (sortedVarIds); + reorderVariables (sortedVarIds); } void -Factor::orderVariables (const VarIdSet& newVarIdOrder) +Factor::reorderVariables (const VarIds& newVarIds) { - assert (newVarIdOrder.size() == varids_.size()); - if (newVarIdOrder == varids_) { + assert (newVarIds.size() == varids_.size()); + if (newVarIds == varids_) { return; } - Ranges newRangeOrder; - for (unsigned i = 0; i < newVarIdOrder.size(); i++) { - unsigned pos = getPositionOf (newVarIdOrder[i]); - newRangeOrder.push_back (ranges_[pos]); + Ranges newRanges; + vector positions; + for (unsigned i = 0; i < newVarIds.size(); i++) { + unsigned idx = indexOf (newVarIds[i]); + newRanges.push_back (ranges_[idx]); + positions.push_back (idx); } - vector positions; - for (unsigned i = 0; i < newVarIdOrder.size(); i++) { - positions.push_back (getPositionOf (newVarIdOrder[i])); - } - unsigned N = ranges_.size(); - ParamSet newPs (dist_->params.size()); + Params newParams (dist_->params.size()); for (unsigned i = 0; i < dist_->params.size(); i++) { unsigned li = i; // calculate vector index corresponding to linear index @@ -397,35 +415,68 @@ Factor::orderVariables (const VarIdSet& newVarIdOrder) new_li += vi[positions[k]] * prod; prod *= ranges_[positions[k]]; } - newPs[new_li] = dist_->params[i]; + newParams[new_li] = dist_->params[i]; } - varids_ = newVarIdOrder; - ranges_ = newRangeOrder; - dist_->params = newPs; - dist_->entries.clear(); + varids_ = newVarIds; + ranges_ = newRanges; + dist_->params = newParams; } void -Factor::removeInconsistentEntries (VarId vid, unsigned evidence) +Factor::absorveEvidence (VarId vid, unsigned evidence) { - int pos = getPositionOf (vid); - assert (pos != -1); - ParamSet newPs; - newPs.reserve (dist_->params.size() / ranges_[pos]); - StatesIndexer idx (ranges_); + int idx = indexOf (vid); + assert (idx != -1); + + Params oldParams = dist_->params; + dist_->params.clear(); + dist_->params.reserve (oldParams.size() / ranges_[idx]); + StatesIndexer indexer (ranges_); for (unsigned i = 0; i < evidence; i++) { - idx.incrementState (pos); + indexer.increment (idx); } - while (idx.valid()) { - newPs.push_back (dist_->params[idx.getLinearIndex()]); - idx.nextSameState (pos); + while (indexer.valid()) { + dist_->params.push_back (oldParams[indexer]); + indexer.incrementExcluding (idx); } - varids_.erase (varids_.begin() + pos); - ranges_.erase (ranges_.begin() + pos); - dist_->updateParameters (newPs); - dist_->entries.clear(); + varids_.erase (varids_.begin() + idx); + ranges_.erase (ranges_.begin() + idx); +} + + + +void +Factor::normalize (void) +{ + Util::normalize (dist_->params); +} + + + +bool +Factor::contains (const VarIds& vars) const +{ + for (unsigned i = 0; i < vars.size(); i++) { + if (indexOf (vars[i]) == -1) { + return false; + } + } + return true; +} + + + +int +Factor::indexOf (VarId vid) const +{ + for (unsigned i = 0; i < varids_.size(); i++) { + if (varids_[i] == vid) { + return i; + } + } + return -1; } @@ -446,7 +497,7 @@ Factor::getLabel (void) const void -Factor::printFactor (void) const +Factor::print (void) const { VarNodes vars; for (unsigned i = 0; i < varids_.size(); i++) { @@ -457,53 +508,10 @@ Factor::printFactor (void) const cout << "f(" << jointStrings[i] << ")" ; cout << " = " << dist_->params[i] << endl; } + cout << endl; for (unsigned i = 0; i < vars.size(); i++) { delete vars[i]; } } - -int -Factor::getPositionOf (VarId vid) const -{ - for (unsigned i = 0; i < varids_.size(); i++) { - if (varids_[i] == vid) { - return i; - } - } - return -1; -} - - - -const vector& -Factor::getCptEntries (void) const -{ - if (dist_->entries.size() == 0) { - vector confs (dist_->params.size()); - for (unsigned i = 0; i < dist_->params.size(); i++) { - confs[i].resize (varids_.size()); - } - unsigned nReps = 1; - for (int i = varids_.size() - 1; i >= 0; i--) { - unsigned index = 0; - while (index < dist_->params.size()) { - for (unsigned j = 0; j < ranges_[i]; j++) { - for (unsigned r = 0; r < nReps; r++) { - confs[index][i] = j; - index++; - } - } - } - nReps *= ranges_[i]; - } - dist_->entries.clear(); - dist_->entries.reserve (dist_->params.size()); - for (unsigned i = 0; i < dist_->params.size(); i++) { - dist_->entries.push_back (CptEntry (i, confs[i])); - } - } - return dist_->entries; -} - diff --git a/packages/CLPBN/clpbn/bp/Factor.h b/packages/CLPBN/clpbn/bp/Factor.h index b24046c7f..f5fdc7123 100644 --- a/packages/CLPBN/clpbn/bp/Factor.h +++ b/packages/CLPBN/clpbn/bp/Factor.h @@ -4,7 +4,6 @@ #include #include "Distribution.h" -#include "CptEntry.h" #include "VarNode.h" @@ -20,47 +19,46 @@ class Factor Factor (const Factor&); Factor (VarId, unsigned); Factor (const VarNodes&); - Factor (VarId, unsigned, const ParamSet&); + Factor (VarId, unsigned, const Params&); Factor (VarNodes&, Distribution*); - Factor (const VarNodes&, const ParamSet&); - Factor (const VarIdSet&, const Ranges&, const ParamSet&); + Factor (const VarNodes&, const Params&); + Factor (const VarIds&, const Ranges&, const Params&); + ~Factor (void); - void setParameters (const ParamSet&); + void setParameters (const Params&); void copyFromFactor (const Factor& f); - void multiplyByFactor (const Factor&, const vector* = 0); + void multiply (const Factor&); void insertVariable (VarId, unsigned); - void removeAllVariablesExcept (VarId); - void removeVariable (VarId); - void removeFirstVariable (void); - void removeLastVariable (void); + void insertVariables (const VarIds&, const Ranges&); + void sumOutAllExcept (VarId); + void sumOutAllExcept (const VarIds&); + void sumOut (VarId); + void sumOutFirstVariable (void); + void sumOutLastVariable (void); void orderVariables (void); - void orderVariables (const VarIdSet&); - void removeInconsistentEntries (VarId, unsigned); + void reorderVariables (const VarIds&); + void absorveEvidence (VarId, unsigned); + void normalize (void); + bool contains (const VarIds&) const; + int indexOf (VarId) const; string getLabel (void) const; - void printFactor (void) const; - int getPositionOf (VarId) const; - const vector& getCptEntries (void) const; + void print (void) const; - const VarIdSet& getVarIds (void) const { return varids_; } + const VarIds& getVarIds (void) const { return varids_; } const Ranges& getRanges (void) const { return ranges_; } - const ParamSet& getParameters (void) const { return dist_->params; } + const Params& getParameters (void) const { return dist_->params; } Distribution* getDistribution (void) const { return dist_; } - unsigned nrVariables (void) const { return varids_.size(); } - unsigned nrParameters() const { return dist_->params.size(); } + unsigned nrVariables (void) const { return varids_.size(); } + unsigned nrParameters() const { return dist_->params.size(); } void setDistribution (Distribution* dist) { dist_ = dist; } - void freeDistribution (void) - { - delete dist_; - dist_ = 0; - } private: - VarIdSet varids_; + VarIds varids_; Ranges ranges_; Distribution* dist_; }; diff --git a/packages/CLPBN/clpbn/bp/FactorGraph.cpp b/packages/CLPBN/clpbn/bp/FactorGraph.cpp index e98716410..995f5dc8e 100644 --- a/packages/CLPBN/clpbn/bp/FactorGraph.cpp +++ b/packages/CLPBN/clpbn/bp/FactorGraph.cpp @@ -9,6 +9,30 @@ #include "FactorGraph.h" #include "Factor.h" #include "BayesNet.h" +#include "Util.h" + + +bool FactorGraph::orderFactorVariables = false; + + +FactorGraph::FactorGraph (const FactorGraph& fg) +{ + const FgVarSet& vars = fg.getVarNodes(); + for (unsigned i = 0; i < vars.size(); i++) { + FgVarNode* varNode = new FgVarNode (vars[i]); + addVariable (varNode); + } + + const FgFacSet& facs = fg.getFactorNodes(); + for (unsigned i = 0; i < facs.size(); i++) { + FgFacNode* facNode = new FgFacNode (facs[i]); + addFactor (facNode); + const FgVarSet& neighs = facs[i]->neighbors(); + for (unsigned j = 0; j < neighs.size(); j++) { + addEdge (facNode, varNodes_[neighs[j]->getIndex()]); + } + } +} @@ -30,6 +54,10 @@ FactorGraph::FactorGraph (const BayesNet& bn) } FgFacNode* fn = new FgFacNode ( new Factor (neighs, nodes[i]->getDistribution())); + if (orderFactorVariables) { + sort (neighs.begin(), neighs.end(), CompVarId()); + fn->factor()->orderVariables(); + } addFactor (fn); for (unsigned j = 0; j < neighs.size(); j++) { addEdge (fn, static_cast (neighs[j])); @@ -110,13 +138,13 @@ FactorGraph::readFromUaiFormat (const char* fileName) cerr << ", given: " << nParams << endl; abort(); } - ParamSet params (nParams); + Params params (nParams); for (unsigned j = 0; j < nParams; j++) { double param; is >> param; params[j] = param; } - if (NSPACE == NumberSpace::LOGARITHM) { + if (Globals::logDomain) { Util::toLog (params); } facNodes_[i]->factor()->setParameters (params); @@ -158,7 +186,7 @@ FactorGraph::readFromLibDaiFormat (const char* fileName) while ((is.peek()) == '#') getline (is, line); is >> nVars; - VarIdSet vids; + VarIds vids; for (unsigned j = 0; j < nVars; j++) { VarId vid; while ((is.peek()) == '#') getline (is, line); @@ -185,15 +213,14 @@ FactorGraph::readFromLibDaiFormat (const char* fileName) neighs.push_back (var); nParams *= var->nrStates(); } - ParamSet params (nParams, 0); + Params params (nParams, 0); unsigned nNonzeros; - while ((is.peek()) == '#') - getline (is, line); + while ((is.peek()) == '#') getline (is, line); is >> nNonzeros; for (unsigned j = 0; j < nNonzeros; j++) { unsigned index; - Param val; + double val; while ((is.peek()) == '#') getline (is, line); is >> index; while ((is.peek()) == '#') getline (is, line); @@ -201,7 +228,7 @@ FactorGraph::readFromLibDaiFormat (const char* fileName) params[index] = val; } reverse (neighs.begin(), neighs.end()); - if (NSPACE == NumberSpace::LOGARITHM) { + if (Globals::logDomain) { Util::toLog (params); } FgFacNode* fn = new FgFacNode (new Factor (neighs, params)); @@ -233,7 +260,7 @@ FactorGraph::addVariable (FgVarNode* vn) { varNodes_.push_back (vn); vn->setIndex (varNodes_.size() - 1); - indexMap_.insert (make_pair (vn->varId(), varNodes_.size() - 1)); + varMap_.insert (make_pair (vn->varId(), varNodes_.size() - 1)); } @@ -246,6 +273,7 @@ FactorGraph::addFactor (FgFacNode* fn) } + void FactorGraph::addEdge (FgVarNode* vn, FgFacNode* fn) { @@ -326,10 +354,10 @@ void FactorGraph::printGraphicalModel (void) const { for (unsigned i = 0; i < varNodes_.size(); i++) { - cout << "VarId = " << varNodes_[i]->varId() << endl; - cout << "Label = " << varNodes_[i]->label() << endl; - cout << "Nr States = " << varNodes_[i]->nrStates() << endl; - cout << "Evidence = " << varNodes_[i]->getEvidence() << endl; + cout << "VarId = " << varNodes_[i]->varId() << endl; + cout << "Label = " << varNodes_[i]->label() << endl; + cout << "Nr States = " << varNodes_[i]->nrStates() << endl; + cout << "Evidence = " << varNodes_[i]->getEvidence() << endl; cout << "Factors = " ; for (unsigned j = 0; j < varNodes_[i]->neighbors().size(); j++) { cout << varNodes_[i]->neighbors()[j]->getLabel() << " " ; @@ -337,7 +365,7 @@ FactorGraph::printGraphicalModel (void) const cout << endl << endl; } for (unsigned i = 0; i < facNodes_.size(); i++) { - facNodes_[i]->factor()->printFactor(); + facNodes_[i]->factor()->print(); cout << endl; } } @@ -412,7 +440,10 @@ FactorGraph::exportToUaiFormat (const char* fileName) const } for (unsigned i = 0; i < facNodes_.size(); i++) { - const ParamSet& params = facNodes_[i]->getParameters(); + Params params = facNodes_[i]->getParameters(); + if (Globals::logDomain) { + Util::fromLog (params); + } out << endl << params.size() << endl << " " ; for (unsigned j = 0; j < params.size(); j++) { out << params[j] << " " ; @@ -446,7 +477,10 @@ FactorGraph::exportToLibDaiFormat (const char* fileName) const out << factorVars[j]->nrStates() << " " ; } out << endl; - const ParamSet& params = facNodes_[i]->factor()->getParameters(); + Params params = facNodes_[i]->factor()->getParameters(); + if (Globals::logDomain) { + Util::fromLog (params); + } out << params.size() << endl; for (unsigned j = 0; j < params.size(); j++) { out << j << " " << params[j] << endl; diff --git a/packages/CLPBN/clpbn/bp/FactorGraph.h b/packages/CLPBN/clpbn/bp/FactorGraph.h index 3700d731d..27b114e8c 100644 --- a/packages/CLPBN/clpbn/bp/FactorGraph.h +++ b/packages/CLPBN/clpbn/bp/FactorGraph.h @@ -4,13 +4,13 @@ #include #include "GraphicalModel.h" -#include "Shared.h" #include "Distribution.h" #include "Factor.h" +#include "Horus.h" using namespace std; - +class BayesNet; class FgFacNode; class FgVarNode : public VarNode @@ -18,42 +18,29 @@ class FgVarNode : public VarNode public: FgVarNode (VarId varId, unsigned nrStates) : VarNode (varId, nrStates) { } FgVarNode (const VarNode* v) : VarNode (v) { } - void addNeighbor (FgFacNode* fn) - { - neighs_.push_back (fn); - } - const vector& neighbors (void) const - { - return neighs_; - } + + void addNeighbor (FgFacNode* fn) { neighs_.push_back (fn); } + const FgFacSet& neighbors (void) const { return neighs_; } private: DISALLOW_COPY_AND_ASSIGN (FgVarNode); // members - vector neighs_; + FgFacSet neighs_; }; class FgFacNode { public: - FgFacNode (Factor* factor) - { - factor_ = factor; + FgFacNode (const FgFacNode* fn) { + factor_ = new Factor (*fn->factor()); index_ = -1; } - Factor* factor() const - { - return factor_; - } - void addNeighbor (FgVarNode* vn) - { - neighs_.push_back (vn); - } - const vector& neighbors (void) const - { - return neighs_; - } + FgFacNode (Factor* f) : factor_(new Factor(*f)), index_(-1) { } + Factor* factor() const { return factor_; } + void addNeighbor (FgVarNode* vn) { neighs_.push_back (vn); } + const FgVarSet& neighbors (void) const { return neighs_; } + int getIndex (void) const { assert (index_ != -1); @@ -67,7 +54,7 @@ class FgFacNode { return factor_->getDistribution(); } - const ParamSet& getParameters (void) const + const Params& getParameters (void) const { return factor_->getParameters(); } @@ -80,7 +67,16 @@ class FgFacNode Factor* factor_; int index_; - vector neighs_; + FgVarSet neighs_; +}; + + +struct CompVarId +{ + bool operator() (const VarNode* vn1, const VarNode* vn2) const + { + return vn1->varId() < vn2->varId(); + } }; @@ -88,6 +84,7 @@ class FactorGraph : public GraphicalModel { public: FactorGraph (void) {}; + FactorGraph (const FactorGraph&); FactorGraph (const BayesNet&); ~FactorGraph (void); @@ -112,28 +109,29 @@ class FactorGraph : public GraphicalModel FgVarNode* getFgVarNode (VarId vid) const { - IndexMap::const_iterator it = indexMap_.find (vid); - if (it == indexMap_.end()) { + IndexMap::const_iterator it = varMap_.find (vid); + if (it == varMap_.end()) { return 0; } else { return varNodes_[it->second]; } } + static bool orderFactorVariables; + private: + //DISALLOW_COPY_AND_ASSIGN (FactorGraph); bool containsCycle (void) const; bool containsCycle (const FgVarNode*, const FgFacNode*, vector&, vector&) const; bool containsCycle (const FgFacNode*, const FgVarNode*, vector&, vector&) const; - DISALLOW_COPY_AND_ASSIGN (FactorGraph); - FgVarSet varNodes_; FgFacSet facNodes_; typedef unordered_map IndexMap; - IndexMap indexMap_; + IndexMap varMap_; }; #endif // HORUS_FACTORGRAPH_H diff --git a/packages/CLPBN/clpbn/bp/FgBpSolver.cpp b/packages/CLPBN/clpbn/bp/FgBpSolver.cpp index b7d5d301e..6fe289edf 100644 --- a/packages/CLPBN/clpbn/bp/FgBpSolver.cpp +++ b/packages/CLPBN/clpbn/bp/FgBpSolver.cpp @@ -8,7 +8,8 @@ #include "FgBpSolver.h" #include "FactorGraph.h" #include "Factor.h" -#include "Shared.h" +#include "Indexer.h" +#include "Horus.h" FgBpSolver::FgBpSolver (const FactorGraph& fg) : Solver (&fg) @@ -40,20 +41,15 @@ FgBpSolver::runSolver (void) if (COLLECT_STATISTICS) { start = clock(); } - if (false) { - //if (!BpOptions::useAlwaysLoopySolver && factorGraph_->isTree()) { - runTreeSolver(); - } else { - runLoopySolver(); - if (DL >= 2) { + runLoopySolver(); + if (DL >= 2) { + cout << endl; + if (nIters_ < BpOptions::maxIter) { + cout << "Sum-Product converged in " ; + cout << nIters_ << " iterations" << endl; + } else { + cout << "The maximum number of iterations was hit, terminating..." ; cout << endl; - if (nIters_ < BpOptions::maxIter) { - cout << "Sum-Product converged in " ; - cout << nIters_ << " iterations" << endl; - } else { - cout << "The maximum number of iterations was hit, terminating..." ; - cout << endl; - } } } unsigned size = factorGraph_->getVarNodes().size(); @@ -73,32 +69,29 @@ FgBpSolver::runSolver (void) -ParamSet +Params FgBpSolver::getPosterioriOf (VarId vid) { assert (factorGraph_->getFgVarNode (vid)); FgVarNode* var = factorGraph_->getFgVarNode (vid); - ParamSet probs; - + Params probs; if (var->hasEvidence()) { probs.resize (var->nrStates(), Util::noEvidence()); probs[var->getEvidence()] = Util::withEvidence(); } else { probs.resize (var->nrStates(), Util::multIdenty()); const SpLinkSet& links = ninf(var)->getLinks(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < links.size(); i++) { - Util::multiply (probs, links[i]->getMessage()); - } - Util::normalize (probs); - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < links.size(); i++) { - Util::add (probs, links[i]->getMessage()); - } - Util::normalize (probs); - Util::fromLog (probs); + if (Globals::logDomain) { + for (unsigned i = 0; i < links.size(); i++) { + Util::add (probs, links[i]->getMessage()); + } + Util::normalize (probs); + Util::fromLog (probs); + } else { + for (unsigned i = 0; i < links.size(); i++) { + Util::multiply (probs, links[i]->getMessage()); + } + Util::normalize (probs); } } return probs; @@ -106,66 +99,38 @@ FgBpSolver::getPosterioriOf (VarId vid) -ParamSet -FgBpSolver::getJointDistributionOf (const VarIdSet& jointVarIds) +Params +FgBpSolver::getJointDistributionOf (const VarIds& jointVarIds) { - unsigned msgSize = 1; - vector dsizes (jointVarIds.size()); - for (unsigned i = 0; i < jointVarIds.size(); i++) { - dsizes[i] = factorGraph_->getFgVarNode (jointVarIds[i])->nrStates(); - msgSize *= dsizes[i]; - } - unsigned reps = 1; - ParamSet jointDist (msgSize, Util::multIdenty()); - for (int i = jointVarIds.size() - 1 ; i >= 0; i--) { - Util::multiply (jointDist, getPosterioriOf (jointVarIds[i]), reps); - reps *= dsizes[i]; - } - return jointDist; -} - - - -void -FgBpSolver::runTreeSolver (void) -{ - initializeSolver(); - const FgFacSet& facNodes = factorGraph_->getFactorNodes(); - bool finish = false; - while (!finish) { - finish = true; - for (unsigned i = 0; i < facNodes.size(); i++) { - const SpLinkSet& links = ninf (facNodes[i])->getLinks(); - for (unsigned j = 0; j < links.size(); j++) { - if (!links[j]->messageWasSended()) { - if (readyToSendMessage (links[j])) { - calculateAndUpdateMessage (links[j], false); - } - finish = false; - } - } + FgVarNode* vn = factorGraph_->getFgVarNode (jointVarIds[0]); + const FgFacSet& factorNodes = vn->neighbors(); + int idx = -1; + for (unsigned i = 0; i < factorNodes.size(); i++) { + if (factorNodes[i]->factor()->contains (jointVarIds)) { + idx = i; + break; } } -} - - - -bool -FgBpSolver::readyToSendMessage (const SpLink* link) const -{ - const FgVarSet& neighbors = link->getFactor()->neighbors(); - for (unsigned i = 0; i < neighbors.size(); i++) { - if (neighbors[i] != link->getVariable()) { - const SpLinkSet& links = ninf (neighbors[i])->getLinks(); - for (unsigned j = 0; j < links.size(); j++) { - if (links[j]->getFactor() != link->getFactor() && - !links[j]->messageWasSended()) { - return false; - } - } + if (idx == -1) { + return getJointByConditioning (jointVarIds); + } else { + Factor r (*factorNodes[idx]->factor()); + const SpLinkSet& links = ninf(factorNodes[idx])->getLinks(); + for (unsigned i = 0; i < links.size(); i++) { + Factor msg (links[i]->getVariable()->varId(), + links[i]->getVariable()->nrStates(), + getVar2FactorMsg (links[i])); + r.multiply (msg); } + r.sumOutAllExcept (jointVarIds); + r.reorderVariables (jointVarIds); + r.normalize(); + Params jointDist = r.getParameters(); + if (Globals::logDomain) { + Util::fromLog (jointDist); + } + return jointDist; } - return true; } @@ -282,7 +247,7 @@ FgBpSolver::converged (void) } bool converged = true; if (BpOptions::schedule == BpOptions::Schedule::MAX_RESIDUAL) { - Param maxResidual = (*(sortedOrder_.begin()))->getResidual(); + double maxResidual = (*(sortedOrder_.begin()))->getResidual(); if (maxResidual > BpOptions::accuracy) { converged = false; } else { @@ -374,40 +339,39 @@ FgBpSolver::calculateFactor2VariableMsg (SpLink* link) const msgSize *= links[i]->getVariable()->nrStates(); } unsigned repetitions = 1; - ParamSet msgProduct (msgSize, Util::multIdenty()); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (int i = links.size() - 1; i >= 0; i--) { - if (links[i]->getVariable() != dst) { - if (DL >= 5) { - cout << " message from " << links[i]->getVariable()->label(); - cout << ": " << endl; - } - Util::multiply (msgProduct, getVar2FactorMsg (links[i]), repetitions); - repetitions *= links[i]->getVariable()->nrStates(); - } else { - unsigned ds = links[i]->getVariable()->nrStates(); - Util::multiply (msgProduct, ParamSet (ds, 1.0), repetitions); - repetitions *= ds; - } + Params msgProduct (msgSize, Util::multIdenty()); + if (Globals::logDomain) { + for (int i = links.size() - 1; i >= 0; i--) { + if (links[i]->getVariable() != dst) { + Util::add (msgProduct, getVar2FactorMsg (links[i]), repetitions); + repetitions *= links[i]->getVariable()->nrStates(); + } else { + unsigned ds = links[i]->getVariable()->nrStates(); + Util::add (msgProduct, Params (ds, 1.0), repetitions); + repetitions *= ds; } - break; - case NumberSpace::LOGARITHM: - for (int i = links.size() - 1; i >= 0; i--) { - if (links[i]->getVariable() != dst) { - Util::add (msgProduct, getVar2FactorMsg (links[i]), repetitions); - repetitions *= links[i]->getVariable()->nrStates(); - } else { - unsigned ds = links[i]->getVariable()->nrStates(); - Util::add (msgProduct, ParamSet (ds, 1.0), repetitions); - repetitions *= ds; + } + } else { + for (int i = links.size() - 1; i >= 0; i--) { + if (links[i]->getVariable() != dst) { + if (DL >= 5) { + cout << " message from " << links[i]->getVariable()->label(); + cout << ": " << endl; } + Util::multiply (msgProduct, getVar2FactorMsg (links[i]), repetitions); + repetitions *= links[i]->getVariable()->nrStates(); + } else { + unsigned ds = links[i]->getVariable()->nrStates(); + Util::multiply (msgProduct, Params (ds, 1.0), repetitions); + repetitions *= ds; } + } } + Factor result (src->factor()->getVarIds(), src->factor()->getRanges(), msgProduct); - result.multiplyByFactor (*(src->factor())); + result.multiply (*(src->factor())); if (DL >= 5) { cout << " message product: " ; cout << Util::parametersToString (msgProduct) << endl; @@ -416,13 +380,13 @@ FgBpSolver::calculateFactor2VariableMsg (SpLink* link) const cout << " factor product: " ; cout << Util::parametersToString (result.getParameters()) << endl; } - result.removeAllVariablesExcept (dst->varId()); + result.sumOutAllExcept (dst->varId()); if (DL >= 5) { cout << " marginalized: " ; cout << Util::parametersToString (result.getParameters()) << endl; } - const ParamSet& resultParams = result.getParameters(); - ParamSet& message = link->getNextMessage(); + const Params& resultParams = result.getParameters(); + Params& message = link->getNextMessage(); for (unsigned i = 0; i < resultParams.size(); i++) { message[i] = resultParams[i]; } @@ -433,17 +397,16 @@ FgBpSolver::calculateFactor2VariableMsg (SpLink* link) const cout << " next msg: " ; cout << Util::parametersToString (message) << endl; } - result.freeDistribution(); } -ParamSet +Params FgBpSolver::getVar2FactorMsg (const SpLink* link) const { const FgVarNode* src = link->getVariable(); const FgFacNode* dst = link->getFactor(); - ParamSet msg; + Params msg; if (src->hasEvidence()) { msg.resize (src->nrStates(), Util::noEvidence()); msg[src->getEvidence()] = Util::withEvidence(); @@ -457,23 +420,21 @@ FgBpSolver::getVar2FactorMsg (const SpLink* link) const cout << Util::parametersToString (msg); } const SpLinkSet& links = ninf (src)->getLinks(); - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < links.size(); i++) { - if (links[i]->getFactor() != dst) { - Util::multiply (msg, links[i]->getMessage()); - if (DL >= 5) { - cout << " x " << Util::parametersToString (links[i]->getMessage()); - } - } - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < links.size(); i++) { - if (links[i]->getFactor() != dst) { - Util::add (msg, links[i]->getMessage()); + if (Globals::logDomain) { + for (unsigned i = 0; i < links.size(); i++) { + if (links[i]->getFactor() != dst) { + Util::add (msg, links[i]->getMessage()); + } + } + } else { + for (unsigned i = 0; i < links.size(); i++) { + if (links[i]->getFactor() != dst) { + Util::multiply (msg, links[i]->getMessage()); + if (DL >= 5) { + cout << " x " << Util::parametersToString (links[i]->getMessage()); } } + } } if (DL >= 5) { cout << " = " << Util::parametersToString (msg); @@ -483,6 +444,58 @@ FgBpSolver::getVar2FactorMsg (const SpLink* link) const +Params +FgBpSolver::getJointByConditioning (const VarIds& jointVarIds) const +{ + FgVarSet jointVars; + for (unsigned i = 0; i < jointVarIds.size(); i++) { + assert (factorGraph_->getFgVarNode (jointVarIds[i])); + jointVars.push_back (factorGraph_->getFgVarNode (jointVarIds[i])); + } + + FactorGraph* fg = new FactorGraph (*factorGraph_); + FgBpSolver solver (*fg); + solver.runSolver(); + Params prevBeliefs = solver.getPosterioriOf (jointVarIds[0]); + + VarIds observedVids = {jointVars[0]->varId()}; + + for (unsigned i = 1; i < jointVarIds.size(); i++) { + assert (jointVars[i]->hasEvidence() == false); + Params newBeliefs; + VarNodes observedVars; + for (unsigned j = 0; j < observedVids.size(); j++) { + observedVars.push_back (fg->getFgVarNode (observedVids[j])); + } + StatesIndexer idx (observedVars, false); + while (idx.valid()) { + for (unsigned j = 0; j < observedVars.size(); j++) { + observedVars[j]->setEvidence (idx[j]); + } + ++ idx; + FgBpSolver solver (*fg); + solver.runSolver(); + Params beliefs = solver.getPosterioriOf (jointVarIds[i]); + for (unsigned k = 0; k < beliefs.size(); k++) { + newBeliefs.push_back (beliefs[k]); + } + } + + int count = -1; + for (unsigned j = 0; j < newBeliefs.size(); j++) { + if (j % jointVars[i]->nrStates() == 0) { + count ++; + } + newBeliefs[j] *= prevBeliefs[count]; + } + prevBeliefs = newBeliefs; + observedVids.push_back (jointVars[i]->varId()); + } + return prevBeliefs; +} + + + void FgBpSolver::printLinkInformation (void) const { diff --git a/packages/CLPBN/clpbn/bp/FgBpSolver.h b/packages/CLPBN/clpbn/bp/FgBpSolver.h index 67fca0697..9b0b07c0e 100644 --- a/packages/CLPBN/clpbn/bp/FgBpSolver.h +++ b/packages/CLPBN/clpbn/bp/FgBpSolver.h @@ -8,6 +8,7 @@ #include "Solver.h" #include "Factor.h" #include "FactorGraph.h" +#include "Util.h" using namespace std; @@ -52,8 +53,8 @@ class SpLink FgFacNode* getFactor (void) const { return fac_; } FgVarNode* getVariable (void) const { return var_; } - const ParamSet& getMessage (void) const { return *currMsg_; } - ParamSet& getNextMessage (void) { return *nextMsg_; } + const Params& getMessage (void) const { return *currMsg_; } + Params& getNextMessage (void) { return *nextMsg_; } bool messageWasSended (void) const { return msgSended_; } double getResidual (void) const { return residual_; } void clearResidual (void) { residual_ = 0.0; } @@ -61,10 +62,10 @@ class SpLink protected: FgFacNode* fac_; FgVarNode* var_; - ParamSet v1_; - ParamSet v2_; - ParamSet* currMsg_; - ParamSet* nextMsg_; + Params v1_; + Params v2_; + Params* currMsg_; + Params* nextMsg_; bool msgSended_; double residual_; }; @@ -91,15 +92,16 @@ class FgBpSolver : public Solver virtual ~FgBpSolver (void); void runSolver (void); - virtual ParamSet getPosterioriOf (VarId); - virtual ParamSet getJointDistributionOf (const VarIdSet&); + virtual Params getPosterioriOf (VarId); + virtual Params getJointDistributionOf (const VarIds&); protected: virtual void initializeSolver (void); virtual void createLinks (void); virtual void maxResidualSchedule (void); virtual void calculateFactor2VariableMsg (SpLink*) const; - virtual ParamSet getVar2FactorMsg (const SpLink*) const; + virtual Params getVar2FactorMsg (const SpLink*) const; + virtual Params getJointByConditioning (const VarIds&) const; virtual void printLinkInformation (void) const; void calculateAndUpdateMessage (SpLink* link, bool calcResidual = true) @@ -163,8 +165,6 @@ class FgBpSolver : public Solver SpLinkMap linkMap_; private: - void runTreeSolver (void); - bool readyToSendMessage (const SpLink*) const; void runLoopySolver (void); bool converged (void); diff --git a/packages/CLPBN/clpbn/bp/FoveSolver.cpp b/packages/CLPBN/clpbn/bp/FoveSolver.cpp new file mode 100644 index 000000000..45ec109db --- /dev/null +++ b/packages/CLPBN/clpbn/bp/FoveSolver.cpp @@ -0,0 +1,703 @@ + +#include +#include + +#include "FoveSolver.h" +#include "Histogram.h" +#include "Util.h" + + +vector +LiftedOperator::getValidOps (ParfactorList& pfList, const Grounds& query) +{ + vector validOps; + vector sumOutOps; + vector countOps; + vector groundOps; + + sumOutOps = SumOutOperator::getValidOps (pfList, query); + countOps = CountingOperator::getValidOps (pfList); + groundOps = GroundOperator::getValidOps (pfList); + + validOps.insert (validOps.end(), sumOutOps.begin(), sumOutOps.end()); + validOps.insert (validOps.end(), countOps.begin(), countOps.end()); + validOps.insert (validOps.end(), groundOps.begin(), groundOps.end()); + return validOps; +} + + + +void +LiftedOperator::printValidOps (ParfactorList& pfList, const Grounds& query) +{ + vector validOps; + validOps = LiftedOperator::getValidOps (pfList, query); + for (unsigned i = 0; i < validOps.size(); i++) { + cout << "-> " << validOps[i]->toString() << endl; + } +} + + + +unsigned +SumOutOperator::getCost (void) +{ + TinySet groupSet; + ParfactorList::const_iterator pfIter = pfList_.begin(); + while (pfIter != pfList_.end()) { + if ((*pfIter)->containsGroup (group_)) { + vector groups = (*pfIter)->getAllGroups(); + groupSet |= TinySet (groups); + } + ++ pfIter; + } + unsigned cost = 1; + for (unsigned i = 0; i < groupSet.size(); i++) { + pfIter = pfList_.begin(); + while (pfIter != pfList_.end()) { + if ((*pfIter)->containsGroup (groupSet[i])) { + int idx = (*pfIter)->indexOfFormulaWithGroup (groupSet[i]); + cost *= (*pfIter)->range (idx); + break; + } + ++ pfIter; + } + } + return cost; +} + + + +void +SumOutOperator::apply (void) +{ + vector iters + = parfactorsWithGroup (pfList_, group_); + Parfactor* product = *(iters[0]); + pfList_.remove (iters[0]); + for (unsigned i = 1; i < iters.size(); i++) { + product->multiply (**(iters[i])); + delete *(iters[i]); + pfList_.remove (iters[i]); + } + if (product->nrFormulas() == 1) { + delete product; + return; + } + int fIdx = product->indexOfFormulaWithGroup (group_); + LogVarSet excl = product->exclusiveLogVars (fIdx); + if (product->constr()->isCountNormalized (excl)) { + product->sumOut (fIdx); + pfList_.addShattered (product); + } else { + Parfactors pfs = FoveSolver::countNormalize (product, excl); + for (unsigned i = 0; i < pfs.size(); i++) { + pfs[i]->sumOut (fIdx); + pfList_.add (pfs[i]); + } + delete product; + pfList_.shatter(); + } +} + + + +vector +SumOutOperator::getValidOps (ParfactorList& pfList, const Grounds& query) +{ + vector validOps; + set allGroups; + ParfactorList::const_iterator it = pfList.begin(); + while (it != pfList.end()) { + assert (*it); + const ProbFormulas& formulas = (*it)->formulas(); + for (unsigned i = 0; i < formulas.size(); i++) { + allGroups.insert (formulas[i].group()); + } + ++ it; + } + set::const_iterator groupIt = allGroups.begin(); + while (groupIt != allGroups.end()) { + if (validOp (*groupIt, pfList, query)) { + validOps.push_back (new SumOutOperator (*groupIt, pfList)); + } + ++ groupIt; + } + return validOps; +} + + + +string +SumOutOperator::toString (void) +{ + stringstream ss; + vector pfIters; + pfIters = parfactorsWithGroup (pfList_, group_); + int idx = (*pfIters[0])->indexOfFormulaWithGroup (group_); + ProbFormula f = (*pfIters[0])->formula (idx); + TupleSet tupleSet = (*pfIters[0])->constr()->tupleSet (f.logVars()); + ss << "sum out " << f.functor() << "/" << f.arity(); + ss << "|" << tupleSet << " (group " << group_ << ")"; + ss << " [cost=" << getCost() << "]" << endl; + return ss.str(); +} + + + +bool +SumOutOperator::validOp ( + unsigned group, + ParfactorList& pfList, + const Grounds& query) +{ + vector pfIters; + pfIters = parfactorsWithGroup (pfList, group); + if (isToEliminate (*pfIters[0], group, query) == false) { + return false; + } + unordered_map groupToRange; + for (unsigned i = 0; i < pfIters.size(); i++) { + int fIdx = (*pfIters[i])->indexOfFormulaWithGroup (group); + if ((*pfIters[i])->formulas()[fIdx].contains ( + (*pfIters[i])->elimLogVars()) == false) { + return false; + } + vector ranges = (*pfIters[i])->ranges(); + vector groups = (*pfIters[i])->getAllGroups(); + for (unsigned i = 0; i < groups.size(); i++) { + unordered_map::iterator it; + it = groupToRange.find (groups[i]); + if (it == groupToRange.end()) { + groupToRange.insert (make_pair (groups[i], ranges[i])); + } else { + if (it->second != ranges[i]) { + return false; + } + } + } + } + return true; +} + + + +vector +SumOutOperator::parfactorsWithGroup ( + ParfactorList& pfList, + unsigned group) +{ + vector iters; + ParfactorList::iterator pflIt = pfList.begin(); + while (pflIt != pfList.end()) { + if ((*pflIt)->containsGroup (group)) { + iters.push_back (pflIt); + } + ++ pflIt; + } + return iters; +} + + + +bool +SumOutOperator::isToEliminate ( + Parfactor* g, + unsigned group, + const Grounds& query) +{ + int fIdx = g->indexOfFormulaWithGroup (group); + const ProbFormula& formula = g->formula (fIdx); + bool toElim = true; + for (unsigned i = 0; i < query.size(); i++) { + if (formula.functor() == query[i].functor() && + formula.arity() == query[i].arity()) { + g->constr()->moveToTop (formula.logVars()); + if (g->constr()->containsTuple (query[i].args())) { + toElim = false; + break; + } + } + } + return toElim; +} + + + +unsigned +CountingOperator::getCost (void) +{ + unsigned cost = 0; + int fIdx = (*pfIter_)->indexOfFormulaWithLogVar (X_); + unsigned range = (*pfIter_)->range (fIdx); + unsigned size = (*pfIter_)->size() / range; + TinySet counts; + counts = (*pfIter_)->constr()->getConditionalCounts (X_); + for (unsigned i = 0; i < counts.size(); i++) { + cost += size * HistogramSet::nrHistograms (counts[i], range); + } + return cost; +} + + + +void +CountingOperator::apply (void) +{ + if ((*pfIter_)->constr()->isCountNormalized (X_)) { + (*pfIter_)->countConvert (X_); + } else { + Parfactors pfs = FoveSolver::countNormalize (*pfIter_, X_); + for (unsigned i = 0; i < pfs.size(); i++) { + unsigned condCount = pfs[i]->constr()->getConditionalCount (X_); + bool cartProduct = pfs[i]->constr()->isCarteesianProduct ( + (*pfIter_)->countedLogVars() | X_); + if (condCount > 1 && cartProduct) { + pfs[i]->countConvert (X_); + } + pfList_.add (pfs[i]); + } + pfList_.deleteAndRemove (pfIter_); + pfList_.shatter(); + } +} + + + +vector +CountingOperator::getValidOps (ParfactorList& pfList) +{ + vector validOps; + ParfactorList::iterator it = pfList.begin(); + while (it != pfList.end()) { + LogVarSet candidates = (*it)->uncountedLogVars(); + for (unsigned i = 0; i < candidates.size(); i++) { + if (validOp (*it, candidates[i])) { + validOps.push_back (new CountingOperator ( + it, candidates[i], pfList)); + } + } + ++ it; + } + return validOps; +} + + + +string +CountingOperator::toString (void) +{ + stringstream ss; + ss << "count convert " << X_ << " in " ; + ss << (*pfIter_)->getHeaderString(); + ss << " [cost=" << getCost() << "]" << endl; + Parfactors pfs = FoveSolver::countNormalize (*pfIter_, X_); + if ((*pfIter_)->constr()->isCountNormalized (X_) == false) { + for (unsigned i = 0; i < pfs.size(); i++) { + ss << " º " << pfs[i]->getHeaderString() << endl; + } + } + return ss.str(); +} + + + +bool +CountingOperator::validOp (Parfactor* g, LogVar X) +{ + if (g->nrFormulas (X) != 1) { + return false; + } + int fIdx = g->indexOfFormulaWithLogVar (X); + if (g->formulas()[fIdx].isCounting()) { + return false; + } + bool countNormalized = g->constr()->isCountNormalized (X); + if (countNormalized) { + unsigned condCount = g->constr()->getConditionalCount (X); + bool cartProduct = g->constr()->isCarteesianProduct ( + g->countedLogVars() | X); + if (condCount == 1 || cartProduct == false) { + return false; + } + } + return true; +} + + + +unsigned +GroundOperator::getCost (void) +{ + unsigned cost = 0; + bool isCountingLv = (*pfIter_)->countedLogVars().contains (X_); + if (isCountingLv) { + int fIdx = (*pfIter_)->indexOfFormulaWithLogVar (X_); + unsigned currSize = (*pfIter_)->size(); + unsigned nrHists = (*pfIter_)->range (fIdx); + unsigned range = (*pfIter_)->formula(fIdx).range(); + unsigned nrSymbols = (*pfIter_)->constr()->getConditionalCount (X_); + cost = (currSize / nrHists) * (std::pow (range, nrSymbols)); + } else { + cost = (*pfIter_)->constr()->nrSymbols (X_) * (*pfIter_)->size(); + } + return cost; +} + + + +void +GroundOperator::apply (void) +{ + bool countedLv = (*pfIter_)->countedLogVars().contains (X_); + if (countedLv) { + (*pfIter_)->fullExpand (X_); + (*pfIter_)->setNewGroups(); + pfList_.shatter(); + } else { + ConstraintTrees cts = (*pfIter_)->constr()->ground (X_); + for (unsigned i = 0; i < cts.size(); i++) { + Parfactor* newPf = new Parfactor (*pfIter_, cts[i]); + pfList_.add (newPf); + } + pfList_.deleteAndRemove (pfIter_); + pfList_.shatter(); + } +} + + + +vector +GroundOperator::getValidOps (ParfactorList& pfList) +{ + vector validOps; + ParfactorList::iterator pfIter = pfList.begin(); + while (pfIter != pfList.end()) { + LogVarSet set = (*pfIter)->logVarSet(); + for (unsigned i = 0; i < set.size(); i++) { + if ((*pfIter)->constr()->isSingleton (set[i]) == false) { + validOps.push_back (new GroundOperator (pfIter, set[i], pfList)); + } + } + ++ pfIter; + } + return validOps; +} + + + +string +GroundOperator::toString (void) +{ + stringstream ss; + ((*pfIter_)->countedLogVars().contains (X_)) + ? ss << "full expanding " + : ss << "grounding " ; + ss << X_ << " in " << (*pfIter_)->getHeaderString(); + ss << " [cost=" << getCost() << "]" << endl; + return ss.str(); +} + + + +FoveSolver::FoveSolver (const ParfactorList* pfList) +{ + for (ParfactorList::const_iterator it = pfList->begin(); + it != pfList->end(); + it ++) { + pfList_.addShattered (new Parfactor (**it)); + } +} + + + +Params +FoveSolver::getPosterioriOf (const Ground& query) +{ + return getJointDistributionOf ({query}); +} + + + +Params +FoveSolver::getJointDistributionOf (const Grounds& query) +{ + shatterAgainstQuery (query); + runSolver (query); + (*pfList_.begin())->normalize(); + Params params = (*pfList_.begin())->params(); + if (Globals::logDomain) { + Util::fromLog (params); + } + delete *pfList_.begin(); + return params; +} + + + +void +FoveSolver::absorveEvidence ( + ParfactorList& pfList, + const ObservedFormulas& obsFormulas) +{ + ParfactorList::iterator it = pfList.begin(); + while (it != pfList.end()) { + bool increment = true; + for (unsigned i = 0; i < obsFormulas.size(); i++) { + if (absorved (pfList, it, obsFormulas[i])) { + it = pfList.deleteAndRemove (it); + increment = false; + break; + } + } + if (increment) { + ++ it; + } + } + pfList.shatter(); + if (obsFormulas.empty() == false) { + cout << "*******************************************************" << endl; + cout << "AFTER EVIDENCE ABSORVED" << endl; + for (unsigned i = 0; i < obsFormulas.size(); i++) { + cout << " -> " << *obsFormulas[i] << endl; + } + cout << "*******************************************************" << endl; + } + pfList.print(); +} + + + +Parfactors +FoveSolver::countNormalize ( + Parfactor* g, + const LogVarSet& set) +{ + if (set.empty()) { + assert (false); // TODO + return {}; + } + Parfactors normPfs; + ConstraintTrees normCts = g->constr()->countNormalize (set); + for (unsigned i = 0; i < normCts.size(); i++) { + normPfs.push_back (new Parfactor (g, normCts[i])); + } + return normPfs; +} + + + +void +FoveSolver::runSolver (const Grounds& query) +{ + while (true) { + cout << "---------------------------------------------------" << endl; + pfList_.print(); + LiftedOperator::printValidOps (pfList_, query); + LiftedOperator* op = getBestOperation (query); + if (op == 0) { + break; + } + cout << "best operation: " << op->toString() << endl; + op->apply(); + } + if (pfList_.size() > 1) { + ParfactorList::iterator pfIter = pfList_.begin(); + pfIter ++; + while (pfIter != pfList_.end()) { + (*pfList_.begin())->multiply (**pfIter); + ++ pfIter; + } + } + (*pfList_.begin())->reorderAccordingGrounds (query); +} + + + +bool +FoveSolver::allEliminated (const Grounds&) +{ + ParfactorList::iterator pfIter = pfList_.begin(); + while (pfIter != pfList_.end()) { + const ProbFormulas formulas = (*pfIter)->formulas(); + for (unsigned i = 0; i < formulas.size(); i++) { + //bool toElim = false; + //for (unsigned j = 0; j < queries.size(); j++) { + // if ((*pfIter)->containsGround (queries[i]) == false) { + // return + // } + } + ++ pfIter; + } + return false; +} + + + +LiftedOperator* +FoveSolver::getBestOperation (const Grounds& query) +{ + unsigned bestCost; + LiftedOperator* bestOp = 0; + vector validOps; + validOps = LiftedOperator::getValidOps (pfList_, query); + for (unsigned i = 0; i < validOps.size(); i++) { + unsigned cost = validOps[i]->getCost(); + if ((bestOp == 0) || (cost < bestCost)) { + bestOp = validOps[i]; + bestCost = cost; + } + } + return bestOp; +} + + + +void +FoveSolver::shatterAgainstQuery (const Grounds& query) +{ + // return; + for (unsigned i = 0; i < query.size(); i++) { + if (query[i].isAtom()) { + continue; + } + ParfactorList pfListCopy = pfList_; + pfList_.clear(); + for (ParfactorList::iterator it = pfListCopy.begin(); + it != pfListCopy.end(); ++ it) { + Parfactor* pf = *it; + if (pf->containsGround (query[i])) { + std::pair split = + pf->constr()->split (query[i].args(), query[i].arity()); + ConstraintTree* commCt = split.first; + ConstraintTree* exclCt = split.second; + pfList_.add (new Parfactor (pf, commCt)); + if (exclCt->empty() == false) { + pfList_.add (new Parfactor (pf, exclCt)); + } else { + delete exclCt; + } + delete pf; + } else { + pfList_.add (pf); + } + } + pfList_.shatter(); + } + cout << endl; + cout << "*******************************************************" << endl; + cout << "SHATTERED AGAINST THE QUERY" << endl; + for (unsigned i = 0; i < query.size(); i++) { + cout << " -> " << query[i] << endl; + } + cout << "*******************************************************" << endl; + pfList_.print(); +} + + + +bool +FoveSolver::absorved ( + ParfactorList& pfList, + ParfactorList::iterator pfIter, + const ObservedFormula* obsFormula) +{ + Parfactors absorvedPfs; + Parfactor* g = *pfIter; + const ProbFormulas& formulas = g->formulas(); + for (unsigned i = 0; i < formulas.size(); i++) { + if (obsFormula->functor() == formulas[i].functor() && + obsFormula->arity() == formulas[i].arity()) { + + if (obsFormula->isAtom()) { + if (formulas.size() > 1) { + g->absorveEvidence (i, obsFormula->evidence()); + } else { + return true; + } + } + + g->constr()->moveToTop (formulas[i].logVars()); + std::pair res + = g->constr()->split (obsFormula->constr(), formulas[i].arity()); + ConstraintTree* commCt = res.first; + ConstraintTree* exclCt = res.second; + + if (commCt->empty()) { + delete commCt; + delete exclCt; + continue; + } + + if (exclCt->empty() == false) { + pfList.add (new Parfactor (g, exclCt)); + } else { + delete exclCt; + } + + if (formulas.size() > 1) { + LogVarSet excl = g->exclusiveLogVars (i); + Parfactors countNormPfs = countNormalize (g, excl); + for (unsigned j = 0; j < countNormPfs.size(); j++) { + countNormPfs[j]->absorveEvidence (i, obsFormula->evidence()); + absorvedPfs.push_back (countNormPfs[j]); + } + } else { + delete commCt; + } + return true; + + } + } + return false; +} + + + +bool +FoveSolver::proper ( + const ProbFormula& f1, + ConstraintTree* c1, + const ProbFormula& f2, + ConstraintTree* c2) +{ + return disjoint (f1, c1, f2, c2) + || identical (f1, c1, f2, c2); +} + + + +bool +FoveSolver::identical ( + const ProbFormula& f1, + ConstraintTree* c1, + const ProbFormula& f2, + ConstraintTree* c2) +{ + if (f1.sameSkeletonAs (f2) == false) { + return false; + } + c1->moveToTop (f1.logVars()); + c2->moveToTop (f2.logVars()); + return ConstraintTree::identical ( + c1, c2, f1.logVars().size()); +} + + + +bool +FoveSolver::disjoint ( + const ProbFormula& f1, + ConstraintTree* c1, + const ProbFormula& f2, + ConstraintTree* c2) +{ + if (f1.sameSkeletonAs (f2) == false) { + return true; + } + c1->moveToTop (f1.logVars()); + c2->moveToTop (f2.logVars()); + return ConstraintTree::overlap ( + c1, c2, f1.arity()) == false; +} + diff --git a/packages/CLPBN/clpbn/bp/FoveSolver.h b/packages/CLPBN/clpbn/bp/FoveSolver.h new file mode 100644 index 000000000..b3281d2f4 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/FoveSolver.h @@ -0,0 +1,132 @@ +#ifndef HORUS_FOVESOLVER_H +#define HORUS_FOVESOLVER_H + + +#include "ParfactorList.h" + + +class LiftedOperator +{ + public: + virtual unsigned getCost (void) = 0; + virtual void apply (void) = 0; + virtual string toString (void) = 0; + static vector getValidOps ( + ParfactorList&, const Grounds&); + static void printValidOps (ParfactorList&, const Grounds&); +}; + + + +class SumOutOperator : public LiftedOperator +{ + public: + SumOutOperator (unsigned group, ParfactorList& pfList) + : group_(group), pfList_(pfList) { } + unsigned getCost (void); + void apply (void); + static vector getValidOps ( + ParfactorList&, const Grounds&); + string toString (void); + private: + static bool validOp (unsigned, ParfactorList&, const Grounds&); + static vector parfactorsWithGroup ( + ParfactorList& pfList, unsigned group); + static bool isToEliminate (Parfactor*, unsigned, const Grounds&); + unsigned group_; + ParfactorList& pfList_; +}; + + + +class CountingOperator : public LiftedOperator +{ + public: + CountingOperator ( + ParfactorList::iterator pfIter, + LogVar X, + ParfactorList& pfList) + : pfIter_(pfIter), X_(X), pfList_(pfList) { } + unsigned getCost (void); + void apply (void); + static vector getValidOps (ParfactorList&); + string toString (void); + private: + static bool validOp (Parfactor*, LogVar); + ParfactorList::iterator pfIter_; + LogVar X_; + ParfactorList& pfList_; +}; + + + +class GroundOperator : public LiftedOperator +{ + public: + GroundOperator ( + ParfactorList::iterator pfIter, + LogVar X, + ParfactorList& pfList) + : pfIter_(pfIter), X_(X), pfList_(pfList) { } + unsigned getCost (void); + void apply (void); + static vector getValidOps (ParfactorList&); + string toString (void); + private: + ParfactorList::iterator pfIter_; + LogVar X_; + ParfactorList& pfList_; +}; + + + +class FoveSolver +{ + public: + FoveSolver (const ParfactorList*); + + Params getPosterioriOf (const Ground&); + Params getJointDistributionOf (const Grounds&); + + static void absorveEvidence ( + ParfactorList& pfList, + const ObservedFormulas& obsFormulas); + + static Parfactors countNormalize (Parfactor*, const LogVarSet&); + + private: + void runSolver (const Grounds&); + bool allEliminated (const Grounds&); + LiftedOperator* getBestOperation (const Grounds&); + void shatterAgainstQuery (const Grounds&); + + static bool absorved ( + ParfactorList& pfList, + ParfactorList::iterator pfIter, + const ObservedFormula*); + + public: + + static bool proper ( + const ProbFormula&, + ConstraintTree*, + const ProbFormula&, + ConstraintTree*); + + static bool identical ( + const ProbFormula&, + ConstraintTree*, + const ProbFormula&, + ConstraintTree*); + + static bool disjoint ( + const ProbFormula&, + ConstraintTree*, + const ProbFormula&, + ConstraintTree*); + + ParfactorList pfList_; +}; + +#endif // HORUS_FOVESOLVER_H + diff --git a/packages/CLPBN/clpbn/bp/GraphicalModel.h b/packages/CLPBN/clpbn/bp/GraphicalModel.h index 1e4c4d28a..9b780f8cb 100644 --- a/packages/CLPBN/clpbn/bp/GraphicalModel.h +++ b/packages/CLPBN/clpbn/bp/GraphicalModel.h @@ -1,11 +1,15 @@ #ifndef HORUS_GRAPHICALMODEL_H #define HORUS_GRAPHICALMODEL_H +#include + #include "VarNode.h" -#include "Shared.h" +#include "Distribution.h" +#include "Horus.h" using namespace std; + struct VariableInfo { VariableInfo (string l, const States& sts) @@ -45,9 +49,18 @@ class GraphicalModel { varsInfo_.clear(); } + static void addDistribution (unsigned id, Distribution* dist) + { + distsInfo_[id] = dist; + } + static void updateDistribution (unsigned id, const Params& params) + { + distsInfo_[id]->updateParameters (params); + } private: static unordered_map varsInfo_; + static unordered_map distsInfo_; }; #endif // HORUS_GRAPHICALMODEL_H diff --git a/packages/CLPBN/clpbn/bp/Histogram.cpp b/packages/CLPBN/clpbn/bp/Histogram.cpp new file mode 100644 index 000000000..7eb3fdc1e --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Histogram.cpp @@ -0,0 +1,126 @@ +#include + +#include +#include + +#include "Histogram.h" +#include "Util.h" + + +HistogramSet::HistogramSet (unsigned size, unsigned range) +{ + size_ = size; + hist_.resize (range, 0); + hist_[0] = size; +} + + + +void +HistogramSet::nextHistogram (void) +{ + for (int i = hist_.size() - 2; i >= 0; i--) { + if (hist_[i] > 0) { + hist_[i] --; + hist_[i + 1] = maxCount (i + 1); + clearAfter (i + 1); + break; + } + } + assert (std::accumulate (hist_.begin(), hist_.end(), 0) == (int)size_); +} + + + +unsigned +HistogramSet::operator[] (unsigned idx) const +{ + assert (idx < hist_.size()); + return hist_[idx]; +} + + + +unsigned +HistogramSet::nrHistograms (void) const +{ + return Util::nrCombinations (size_ + hist_.size() - 1, hist_.size() - 1); +} + + + +void +HistogramSet::reset (void) +{ + std::fill (hist_.begin() + 1, hist_.end(), 0); + hist_[0] = size_; +} + + + +vector +HistogramSet::getHistograms (unsigned N, unsigned R) +{ + HistogramSet hs (N, R); + unsigned H = hs.nrHistograms(); + vector histograms; + histograms.reserve (H); + for (unsigned i = 0; i < H; i++) { + histograms.push_back (hs.hist_); + hs.nextHistogram(); + } + return histograms; +} + + + +unsigned +HistogramSet::nrHistograms (unsigned N, unsigned R) +{ + return Util::nrCombinations (N + R - 1, R - 1); +} + + + +unsigned +HistogramSet::findIndex ( + const Histogram& hist, + const vector& histograms) +{ + vector::const_iterator it = std::lower_bound ( + histograms.begin(), + histograms.end(), + hist, + std::greater()); + assert (it != histograms.end() && *it == hist); + return std::distance (histograms.begin(), it); +} + + + +ostream& operator<< (ostream &os, const HistogramSet& hs) +{ + os << "#" << hs.hist_; + return os; +} + + + +unsigned +HistogramSet::maxCount (unsigned idx) const +{ + unsigned sum = 0; + for (unsigned i = 0; i < idx; i++) { + sum += hist_[i]; + } + return size_ - sum; +} + + + +void +HistogramSet::clearAfter (unsigned idx) +{ + std::fill (hist_.begin() + idx + 1, hist_.end(), 0); +} + diff --git a/packages/CLPBN/clpbn/bp/Histogram.h b/packages/CLPBN/clpbn/bp/Histogram.h new file mode 100644 index 000000000..9b4fbc656 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Histogram.h @@ -0,0 +1,44 @@ +#ifndef HORUS_HISTOGRAM_H +#define HORUS_HISTOGRAM_H + +#include +#include + +using namespace std; + +typedef vector Histogram; + +class HistogramSet +{ + public: + HistogramSet (unsigned, unsigned); + + void nextHistogram (void); + + unsigned operator[] (unsigned idx) const; + + unsigned nrHistograms (void) const; + + void reset (void); + + static vector getHistograms (unsigned ,unsigned); + + static unsigned nrHistograms (unsigned, unsigned); + + static unsigned findIndex ( + const Histogram&, + const vector&); + + friend std::ostream& operator<< (ostream &os, const HistogramSet& hs); + + private: + unsigned maxCount (unsigned) const; + + void clearAfter (unsigned); + + unsigned size_; + Histogram hist_; +}; + +#endif // HORUS_HISTOGRAM_H + diff --git a/packages/CLPBN/clpbn/bp/Horus.h b/packages/CLPBN/clpbn/bp/Horus.h new file mode 100644 index 000000000..c1a5c24e8 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Horus.h @@ -0,0 +1,88 @@ +#ifndef HORUS_HORUS_H +#define HORUS_HORUS_H + +#include +#include +#include + +#include +#include +#include + +#include +#include +#include + +#define DISALLOW_COPY_AND_ASSIGN(TypeName) \ + TypeName(const TypeName&); \ + void operator=(const TypeName&) + +using namespace std; + +class VarNode; +class BayesNode; +class FgVarNode; +class FgFacNode; +class Factor; + +typedef vector Params; +typedef unsigned VarId; +typedef vector VarIds; +typedef vector VarNodes; +typedef vector BnNodeSet; +typedef vector FgVarSet; +typedef vector FgFacSet; +typedef vector FactorSet; +typedef vector States; +typedef vector Ranges; + + +namespace Globals { + extern bool logDomain; +}; + + +// level of debug information +static const unsigned DL = 1; + +static const int NO_EVIDENCE = -1; + +// number of digits to show when printing a parameter +static const unsigned PRECISION = 5; + +static const bool COLLECT_STATISTICS = false; + +static const bool EXPORT_TO_GRAPHVIZ = false; +static const unsigned EXPORT_MINIMAL_SIZE = 100; + +static const double INF = -numeric_limits::infinity(); + + + +namespace InfAlgorithms { + enum InfAlgs + { + VE, // variable elimination + BN_BP, // bayesian network belief propagation + FG_BP, // factor graph belief propagation + CBP // counting bp solver + }; + extern InfAlgs infAlgorithm; +}; + + +namespace BpOptions +{ + enum Schedule { + SEQ_FIXED, + SEQ_RANDOM, + PARALLEL, + MAX_RESIDUAL + }; + extern Schedule schedule; + extern double accuracy; + extern unsigned maxIter; +} + +#endif // HORUS_HORUS_H + diff --git a/packages/CLPBN/clpbn/bp/HorusCli.cpp b/packages/CLPBN/clpbn/bp/HorusCli.cpp index 0d49abc1a..6bf31bea3 100644 --- a/packages/CLPBN/clpbn/bp/HorusCli.cpp +++ b/packages/CLPBN/clpbn/bp/HorusCli.cpp @@ -10,7 +10,9 @@ #include "FgBpSolver.h" #include "CbpSolver.h" -#include "StatesIndexer.h" +//#include "TinySet.h" +#include "LiftedUtils.h" + using namespace std; @@ -22,9 +24,38 @@ const string USAGE = "usage: \ ./hcli FILE [VARIABLE | OBSERVED_VARIABLE=EVIDENCE]..." ; +class Cenas +{ + public: + Cenas (int cc) + { + c = cc; + } + //operator int (void) const + //{ + // cout << "return int" << endl; + // return c; + //} + operator double (void) const + { + cout << "return double" << endl; + return 0.0; + } + private: + int c; +}; + + int main (int argc, const char* argv[]) { + LogVar X = 3; + LogVarSet Xs = X; + cout << "set: " << X << endl; + Cenas c1 (1); + Cenas c2 (3); + cout << (c1 < c2) << endl; + return 0; if (!argv[1]) { cerr << "error: no graphical model specified" << endl; cerr << USAGE << endl; @@ -121,7 +152,6 @@ processArguments (BayesNet& bn, int argc, const char* argv[]) break; case InfAlgorithms::FG_BP: fg = new FactorGraph (bn); - fg->printGraphicalModel(); solver = new FgBpSolver (*fg); break; case InfAlgorithms::CBP: @@ -230,6 +260,9 @@ processArguments (FactorGraph& fg, int argc, const char* argv[]) break; case InfAlgorithms::BN_BP: case InfAlgorithms::FG_BP: + //cout << "here!" << endl; + //fg.printGraphicalModel(); + //fg.exportToLibDaiFormat ("net.fg"); solver = new FgBpSolver (fg); break; case InfAlgorithms::CBP: @@ -247,7 +280,7 @@ processArguments (FactorGraph& fg, int argc, const char* argv[]) void runSolver (Solver* solver, const VarNodes& queryVars) { - VarIdSet vids; + VarIds vids; for (unsigned i = 0; i < queryVars.size(); i++) { vids.push_back (queryVars[i]->varId()); } diff --git a/packages/CLPBN/clpbn/bp/HorusYap.cpp b/packages/CLPBN/clpbn/bp/HorusYap.cpp index cb364e8be..4f7c3dadb 100644 --- a/packages/CLPBN/clpbn/bp/HorusYap.cpp +++ b/packages/CLPBN/clpbn/bp/HorusYap.cpp @@ -1,4 +1,5 @@ #include + #include #include @@ -13,12 +14,169 @@ #include "FgBpSolver.h" #include "CbpSolver.h" #include "ElimGraph.h" +#include "FoveSolver.h" +#include "ParfactorList.h" + using namespace std; + +Params readParams (YAP_Term); + + +int createLiftedNetwork (void) +{ + Parfactors parfactors; + YAP_Term parfactorList = YAP_ARG1; + while (parfactorList != YAP_TermNil()) { + YAP_Term parfactor = YAP_HeadOfTerm (parfactorList); + + // read dist id + unsigned distId = YAP_IntOfTerm (YAP_ArgOfTerm (1, parfactor)); + + // read the ranges + Ranges ranges; + YAP_Term rangeList = YAP_ArgOfTerm (3, parfactor); + while (rangeList != YAP_TermNil()) { + unsigned range = (unsigned) YAP_IntOfTerm (YAP_HeadOfTerm (rangeList)); + ranges.push_back (range); + rangeList = YAP_TailOfTerm (rangeList); + } + + // read parametric random vars + ProbFormulas formulas; + unsigned count = 0; + unordered_map lvMap; + YAP_Term pvList = YAP_ArgOfTerm (2, parfactor); + while (pvList != YAP_TermNil()) { + YAP_Term formulaTerm = YAP_HeadOfTerm (pvList); + if (YAP_IsAtomTerm (formulaTerm)) { + string name ((char*) YAP_AtomName (YAP_AtomOfTerm (formulaTerm))); + Symbol functor = LiftedUtils::getSymbol (name); + formulas.push_back (ProbFormula (functor, ranges[count])); + } else { + LogVars logVars; + YAP_Functor yapFunctor = YAP_FunctorOfTerm (formulaTerm); + string name ((char*) YAP_AtomName (YAP_NameOfFunctor (yapFunctor))); + Symbol functor = LiftedUtils::getSymbol (name); + unsigned arity = (unsigned) YAP_ArityOfFunctor (yapFunctor); + for (unsigned i = 1; i <= arity; i++) { + YAP_Term ti = YAP_ArgOfTerm (i, formulaTerm); + unordered_map::iterator it = lvMap.find (ti); + if (it != lvMap.end()) { + logVars.push_back (it->second); + } else { + unsigned newLv = lvMap.size(); + lvMap[ti] = newLv; + logVars.push_back (newLv); + } + } + formulas.push_back (ProbFormula (functor, logVars, ranges[count])); + } + count ++; + pvList = YAP_TailOfTerm (pvList); + } + + // read the parameters + const Params& params = readParams (YAP_ArgOfTerm (4, parfactor)); + + // read the constraint + Tuples tuples; + if (lvMap.size() >= 1) { + YAP_Term tupleList = YAP_ArgOfTerm (5, parfactor); + while (tupleList != YAP_TermNil()) { + YAP_Term term = YAP_HeadOfTerm (tupleList); + assert (YAP_IsApplTerm (term)); + YAP_Functor yapFunctor = YAP_FunctorOfTerm (term); + unsigned arity = (unsigned) YAP_ArityOfFunctor (yapFunctor); + assert (lvMap.size() == arity); + Tuple tuple (arity); + for (unsigned i = 1; i <= arity; i++) { + YAP_Term ti = YAP_ArgOfTerm (i, term); + if (YAP_IsAtomTerm (ti) == false) { + cerr << "error: bad formed constraint" << endl; + abort(); + } + string name ((char*) YAP_AtomName (YAP_AtomOfTerm (ti))); + tuple[i - 1] = LiftedUtils::getSymbol (name); + } + tuples.push_back (tuple); + tupleList = YAP_TailOfTerm (tupleList); + } + } + parfactors.push_back (new Parfactor (formulas, params, tuples, distId)); + parfactorList = YAP_TailOfTerm (parfactorList); + } + + // LiftedUtils::printSymbolDictionary(); + cout << "*******************************************************" << endl; + cout << "INITIAL PARFACTORS" << endl; + cout << "*******************************************************" << endl; + for (unsigned i = 0; i < parfactors.size(); i++) { + parfactors[i]->print(); + cout << endl; + } + ParfactorList* pfList = new ParfactorList(); + for (unsigned i = 0; i < parfactors.size(); i++) { + pfList->add (parfactors[i]); + } + cout << endl; + cout << "*******************************************************" << endl; + cout << "SHATTERED PARFACTORS" << endl; + cout << "*******************************************************" << endl; + pfList->shatter(); + pfList->print(); + + // insert the evidence + ObservedFormulas obsFormulas; + YAP_Term observedList = YAP_ARG2; + while (observedList != YAP_TermNil()) { + YAP_Term pair = YAP_HeadOfTerm (observedList); + YAP_Term ground = YAP_ArgOfTerm (1, pair); + Symbol functor; + Symbols args; + if (YAP_IsAtomTerm (ground)) { + string name ((char*) YAP_AtomName (YAP_AtomOfTerm (ground))); + functor = LiftedUtils::getSymbol (name); + } else { + assert (YAP_IsApplTerm (ground)); + YAP_Functor yapFunctor = YAP_FunctorOfTerm (ground); + string name ((char*) (YAP_AtomName (YAP_NameOfFunctor (yapFunctor)))); + functor = LiftedUtils::getSymbol (name); + unsigned arity = (unsigned) YAP_ArityOfFunctor (yapFunctor); + for (unsigned i = 1; i <= arity; i++) { + YAP_Term ti = YAP_ArgOfTerm (i, ground); + assert (YAP_IsAtomTerm (ti)); + string arg ((char *) YAP_AtomName (YAP_AtomOfTerm (ti))); + args.push_back (LiftedUtils::getSymbol (arg)); + } + } + unsigned evidence = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (2, pair)); + bool found = false; + for (unsigned i = 0; i < obsFormulas.size(); i++) { + if (obsFormulas[i]->functor() == functor && + obsFormulas[i]->arity() == args.size() && + obsFormulas[i]->evidence() == evidence) { + obsFormulas[i]->addTuple (args); + found = true; + } + } + if (found == false) { + obsFormulas.push_back (new ObservedFormula (functor, evidence, args)); + } + observedList = YAP_TailOfTerm (observedList); + } + FoveSolver::absorveEvidence (*pfList, obsFormulas); + + YAP_Int p = (YAP_Int) (pfList); + return YAP_Unify (YAP_MkIntTerm (p), YAP_ARG3); +} + + + int -createNetwork (void) +createGroundNetwork (void) { Statistics::incrementPrimaryNetworksCounting(); // cout << "creating network number " ; @@ -29,15 +187,15 @@ createNetwork (void) BayesNet* bn = new BayesNet(); YAP_Term varList = YAP_ARG1; BnNodeSet nodes; - vector parents; + vector parents; while (varList != YAP_TermNil()) { YAP_Term var = YAP_HeadOfTerm (varList); - VarId vid = (VarId) YAP_IntOfTerm (YAP_ArgOfTerm (1, var)); - unsigned dsize = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (2, var)); - int evidence = (int) YAP_IntOfTerm (YAP_ArgOfTerm (3, var)); - YAP_Term parentL = YAP_ArgOfTerm (4, var); - unsigned distId = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (5, var)); - parents.push_back (VarIdSet()); + VarId vid = (VarId) YAP_IntOfTerm (YAP_ArgOfTerm (1, var)); + unsigned dsize = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (2, var)); + int evidence = (int) YAP_IntOfTerm (YAP_ArgOfTerm (3, var)); + YAP_Term parentL = YAP_ArgOfTerm (4, var); + unsigned distId = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (5, var)); + parents.push_back (VarIds()); while (parentL != YAP_TermNil()) { unsigned parentId = (unsigned) YAP_IntOfTerm (YAP_HeadOfTerm (parentL)); parents.back().push_back (parentId); @@ -67,6 +225,211 @@ createNetwork (void) +int +setBayesNetParams (void) +{ + BayesNet* bn = (BayesNet*) YAP_IntOfTerm (YAP_ARG1); + YAP_Term distList = YAP_ARG2; + while (distList != YAP_TermNil()) { + YAP_Term dist = YAP_HeadOfTerm (distList); + unsigned distId = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (1, dist)); + const Params params = readParams (YAP_ArgOfTerm (2, dist)); + bn->getDistribution(distId)->updateParameters (params); + distList = YAP_TailOfTerm (distList); + } + return TRUE; +} + + + +int +setParfactorGraphParams (void) +{ + // FIXME + // ParfactorGraph* pfg = (ParfactorGraph*) YAP_IntOfTerm (YAP_ARG1); + YAP_Term distList = YAP_ARG2; + while (distList != YAP_TermNil()) { + // YAP_Term dist = YAP_HeadOfTerm (distList); + // unsigned distId = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (1, dist)); + // const Params params = readParams (YAP_ArgOfTerm (2, dist)); + // pfg->getDistribution(distId)->setData (params); + distList = YAP_TailOfTerm (distList); + } + return TRUE; +} + + + +Params +readParams (YAP_Term paramL) +{ + Params params; + while (paramL!= YAP_TermNil()) { + params.push_back ((double) YAP_FloatOfTerm (YAP_HeadOfTerm (paramL))); + paramL = YAP_TailOfTerm (paramL); + } + if (Globals::logDomain) { + Util::toLog (params); + } + return params; +} + + + +int +runLiftedSolver (void) +{ + ParfactorList* pfList = (ParfactorList*) YAP_IntOfTerm (YAP_ARG1); + YAP_Term taskList = YAP_ARG2; + vector results; + + while (taskList != YAP_TermNil()) { + YAP_Term jointList = YAP_HeadOfTerm (taskList); + Grounds queryVars; + assert (YAP_IsPairTerm (taskList)); + assert (YAP_IsPairTerm (jointList)); + while (jointList != YAP_TermNil()) { + YAP_Term ground = YAP_HeadOfTerm (jointList); + if (YAP_IsAtomTerm (ground)) { + string name ((char*) YAP_AtomName (YAP_AtomOfTerm (ground))); + queryVars.push_back (Ground (LiftedUtils::getSymbol (name))); + } else { + assert (YAP_IsApplTerm (ground)); + YAP_Functor yapFunctor = YAP_FunctorOfTerm (ground); + string name ((char*) (YAP_AtomName (YAP_NameOfFunctor (yapFunctor)))); + unsigned arity = (unsigned) YAP_ArityOfFunctor (yapFunctor); + Symbol functor = LiftedUtils::getSymbol (name); + Symbols args; + for (unsigned i = 1; i <= arity; i++) { + YAP_Term ti = YAP_ArgOfTerm (i, ground); + assert (YAP_IsAtomTerm (ti)); + string arg ((char *) YAP_AtomName (YAP_AtomOfTerm (ti))); + args.push_back (LiftedUtils::getSymbol (arg)); + } + queryVars.push_back (Ground (functor, args)); + } + jointList = YAP_TailOfTerm (jointList); + } + FoveSolver solver (pfList); + if (queryVars.size() == 1) { + results.push_back (solver.getPosterioriOf (queryVars[0])); + } else { + assert (false); // TODO joint dist + } + taskList = YAP_TailOfTerm (taskList); + } + + YAP_Term list = YAP_TermNil(); + for (int i = results.size() - 1; i >= 0; i--) { + const Params& beliefs = results[i]; + YAP_Term queryBeliefsL = YAP_TermNil(); + for (int j = beliefs.size() - 1; j >= 0; j--) { + YAP_Int sl1 = YAP_InitSlot (list); + YAP_Term belief = YAP_MkFloatTerm (beliefs[j]); + queryBeliefsL = YAP_MkPairTerm (belief, queryBeliefsL); + list = YAP_GetFromSlot (sl1); + YAP_RecoverSlots (1); + } + list = YAP_MkPairTerm (queryBeliefsL, list); + } + + return YAP_Unify (list, YAP_ARG3); +} + + + +int +runOtherSolvers (void) +{ + BayesNet* bn = (BayesNet*) YAP_IntOfTerm (YAP_ARG1); + YAP_Term taskList = YAP_ARG2; + vector tasks; + std::set vids; + while (taskList != YAP_TermNil()) { + if (YAP_IsPairTerm (YAP_HeadOfTerm (taskList))) { + tasks.push_back (VarIds()); + YAP_Term jointList = YAP_HeadOfTerm (taskList); + while (jointList != YAP_TermNil()) { + VarId vid = (unsigned) YAP_IntOfTerm (YAP_HeadOfTerm (jointList)); + assert (bn->getBayesNode (vid)); + tasks.back().push_back (vid); + vids.insert (vid); + jointList = YAP_TailOfTerm (jointList); + } + } else { + VarId vid = (unsigned) YAP_IntOfTerm (YAP_HeadOfTerm (taskList)); + assert (bn->getBayesNode (vid)); + tasks.push_back (VarIds() = {vid}); + vids.insert (vid); + } + taskList = YAP_TailOfTerm (taskList); + } + + Solver* bpSolver = 0; + GraphicalModel* graphicalModel = 0; + CFactorGraph::checkForIdenticalFactors = false; + if (InfAlgorithms::infAlgorithm != InfAlgorithms::VE) { + BayesNet* mrn = bn->getMinimalRequesiteNetwork ( + VarIds (vids.begin(), vids.end())); + if (InfAlgorithms::infAlgorithm == InfAlgorithms::BN_BP) { + graphicalModel = mrn; + bpSolver = new BnBpSolver (*static_cast (graphicalModel)); + } else if (InfAlgorithms::infAlgorithm == InfAlgorithms::FG_BP) { + graphicalModel = new FactorGraph (*mrn); + bpSolver = new FgBpSolver (*static_cast (graphicalModel)); + delete mrn; + } else if (InfAlgorithms::infAlgorithm == InfAlgorithms::CBP) { + graphicalModel = new FactorGraph (*mrn); + bpSolver = new CbpSolver (*static_cast (graphicalModel)); + delete mrn; + } + bpSolver->runSolver(); + } + + vector results; + results.reserve (tasks.size()); + for (unsigned i = 0; i < tasks.size(); i++) { + //if (i == 1) exit (0); + if (InfAlgorithms::infAlgorithm == InfAlgorithms::VE) { + BayesNet* mrn = bn->getMinimalRequesiteNetwork (tasks[i]); + VarElimSolver* veSolver = new VarElimSolver (*mrn); + if (tasks[i].size() == 1) { + results.push_back (veSolver->getPosterioriOf (tasks[i][0])); + } else { + results.push_back (veSolver->getJointDistributionOf (tasks[i])); + } + delete mrn; + delete veSolver; + } else { + if (tasks[i].size() == 1) { + results.push_back (bpSolver->getPosterioriOf (tasks[i][0])); + } else { + results.push_back (bpSolver->getJointDistributionOf (tasks[i])); + } + } + } + delete bpSolver; + delete graphicalModel; + + YAP_Term list = YAP_TermNil(); + for (int i = results.size() - 1; i >= 0; i--) { + const Params& beliefs = results[i]; + YAP_Term queryBeliefsL = YAP_TermNil(); + for (int j = beliefs.size() - 1; j >= 0; j--) { + YAP_Int sl1 = YAP_InitSlot (list); + YAP_Term belief = YAP_MkFloatTerm (beliefs[j]); + queryBeliefsL = YAP_MkPairTerm (belief, queryBeliefsL); + list = YAP_GetFromSlot (sl1); + YAP_RecoverSlots (1); + } + list = YAP_MkPairTerm (queryBeliefsL, list); + } + + return YAP_Unify (list, YAP_ARG3); +} + + + int setExtraVarsInfo (void) { @@ -94,124 +457,7 @@ setExtraVarsInfo (void) int -setParameters (void) -{ - BayesNet* bn = (BayesNet*) YAP_IntOfTerm (YAP_ARG1); - YAP_Term distList = YAP_ARG2; - while (distList != YAP_TermNil()) { - YAP_Term dist = YAP_HeadOfTerm (distList); - unsigned distId = (unsigned) YAP_IntOfTerm (YAP_ArgOfTerm (1, dist)); - YAP_Term paramL = YAP_ArgOfTerm (2, dist); - ParamSet params; - while (paramL!= YAP_TermNil()) { - params.push_back ((double) YAP_FloatOfTerm (YAP_HeadOfTerm (paramL))); - paramL = YAP_TailOfTerm (paramL); - } - if (NSPACE == NumberSpace::LOGARITHM) { - Util::toLog (params); - } - bn->getDistribution(distId)->updateParameters (params); - distList = YAP_TailOfTerm (distList); - } - return TRUE; -} - - - -int -runSolver (void) -{ - BayesNet* bn = (BayesNet*) YAP_IntOfTerm (YAP_ARG1); - YAP_Term taskList = YAP_ARG2; - vector tasks; - std::set vids; - while (taskList != YAP_TermNil()) { - if (YAP_IsPairTerm (YAP_HeadOfTerm (taskList))) { - tasks.push_back (VarIdSet()); - YAP_Term jointList = YAP_HeadOfTerm (taskList); - while (jointList != YAP_TermNil()) { - VarId vid = (unsigned) YAP_IntOfTerm (YAP_HeadOfTerm (jointList)); - assert (bn->getBayesNode (vid)); - tasks.back().push_back (vid); - vids.insert (vid); - jointList = YAP_TailOfTerm (jointList); - } - } else { - VarId vid = (unsigned) YAP_IntOfTerm (YAP_HeadOfTerm (taskList)); - assert (bn->getBayesNode (vid)); - tasks.push_back (VarIdSet() = {vid}); - vids.insert (vid); - } - taskList = YAP_TailOfTerm (taskList); - } - - Solver* bpSolver = 0; - GraphicalModel* graphicalModel = 0; - CFactorGraph::disableCheckForIdenticalFactors(); - if (InfAlgorithms::infAlgorithm != InfAlgorithms::VE) { - BayesNet* mrn = bn->getMinimalRequesiteNetwork ( - VarIdSet (vids.begin(), vids.end())); - if (InfAlgorithms::infAlgorithm == InfAlgorithms::BN_BP) { - graphicalModel = mrn; - bpSolver = new BnBpSolver (*static_cast (graphicalModel)); - } else if (InfAlgorithms::infAlgorithm == InfAlgorithms::FG_BP) { - graphicalModel = new FactorGraph (*mrn); - bpSolver = new FgBpSolver (*static_cast (graphicalModel)); - delete mrn; - } else if (InfAlgorithms::infAlgorithm == InfAlgorithms::CBP) { - graphicalModel = new FactorGraph (*mrn); - bpSolver = new CbpSolver (*static_cast (graphicalModel)); - delete mrn; - } - bpSolver->runSolver(); - } - - vector results; - results.reserve (tasks.size()); - for (unsigned i = 0; i < tasks.size(); i++) { - //if (i == 1) exit (0); - if (InfAlgorithms::infAlgorithm == InfAlgorithms::VE) { - BayesNet* mrn = bn->getMinimalRequesiteNetwork (tasks[i]); - VarElimSolver* veSolver = new VarElimSolver (*mrn); - if (tasks[i].size() == 1) { - results.push_back (veSolver->getPosterioriOf (tasks[i][0])); - } else { - results.push_back (veSolver->getJointDistributionOf (tasks[i])); - } - delete mrn; - delete veSolver; - } else { - if (tasks[i].size() == 1) { - results.push_back (bpSolver->getPosterioriOf (tasks[i][0])); - } else { - results.push_back (bpSolver->getJointDistributionOf (tasks[i])); - } - } - } - delete bpSolver; - delete graphicalModel; - - YAP_Term list = YAP_TermNil(); - for (int i = results.size() - 1; i >= 0; i--) { - const ParamSet& beliefs = results[i]; - YAP_Term queryBeliefsL = YAP_TermNil(); - for (int j = beliefs.size() - 1; j >= 0; j--) { - YAP_Int sl1 = YAP_InitSlot (list); - YAP_Term belief = YAP_MkFloatTerm (beliefs[j]); - queryBeliefsL = YAP_MkPairTerm (belief, queryBeliefsL); - list = YAP_GetFromSlot (sl1); - YAP_RecoverSlots (1); - } - list = YAP_MkPairTerm (queryBeliefsL, list); - } - - return YAP_Unify (list, YAP_ARG3); -} - - - -int -setSolverParameter (void) +setHorusFlag (void) { string key ((char*) YAP_AtomName (YAP_AtomOfTerm (YAP_ARG1))); if (key == "inf_alg") { @@ -263,12 +509,23 @@ setSolverParameter (void) BpOptions::accuracy = (double) YAP_FloatOfTerm (YAP_ARG2); } else if (key == "max_iter") { BpOptions::maxIter = (int) YAP_IntOfTerm (YAP_ARG2); - } else if (key == "always_loopy_solver") { + } else if (key == "use_logarithms") { string value ((char*) YAP_AtomName (YAP_AtomOfTerm (YAP_ARG2))); - if (value == "true") { - BpOptions::useAlwaysLoopySolver = true; + if ( value == "true") { + Globals::logDomain = true; } else if (value == "false") { - BpOptions::useAlwaysLoopySolver = false; + Globals::logDomain = false; + } else { + cerr << "warning: invalid value `" << value << "' " ; + cerr << "for `" << key << "'" << endl; + return FALSE; + } + } else if (key == "order_factor_variables") { + string value ((char*) YAP_AtomName (YAP_AtomOfTerm (YAP_ARG2))); + if ( value == "true") { + FactorGraph::orderFactorVariables = true; + } else if (value == "false") { + FactorGraph::orderFactorVariables = false; } else { cerr << "warning: invalid value `" << value << "' " ; cerr << "for `" << key << "'" << endl; @@ -283,14 +540,6 @@ setSolverParameter (void) -int useLogSpace (void) -{ - NSPACE = NumberSpace::LOGARITHM; - return TRUE; -} - - - int freeBayesNetwork (void) { @@ -303,15 +552,27 @@ freeBayesNetwork (void) +int +freeParfactorGraph (void) +{ + delete (ParfactorList*) YAP_IntOfTerm (YAP_ARG1); + return TRUE; +} + + + extern "C" void init_predicates (void) { - YAP_UserCPredicate ("create_network", createNetwork, 2); - YAP_UserCPredicate ("set_extra_vars_info", setExtraVarsInfo, 2); - YAP_UserCPredicate ("set_parameters", setParameters, 2); - YAP_UserCPredicate ("run_solver", runSolver, 3); - YAP_UserCPredicate ("set_solver_parameter", setSolverParameter, 2); - YAP_UserCPredicate ("use_log_space", useLogSpace, 0); - YAP_UserCPredicate ("free_bayesian_network", freeBayesNetwork, 1); + YAP_UserCPredicate ("create_lifted_network", createLiftedNetwork, 3); + YAP_UserCPredicate ("create_ground_network", createGroundNetwork, 2); + YAP_UserCPredicate ("set_parfactor_graph_params", setParfactorGraphParams, 2); + YAP_UserCPredicate ("set_bayes_net_params", setBayesNetParams, 2); + YAP_UserCPredicate ("run_lifted_solver", runLiftedSolver, 3); + YAP_UserCPredicate ("run_other_solvers", runOtherSolvers, 3); + YAP_UserCPredicate ("set_extra_vars_info", setExtraVarsInfo, 2); + YAP_UserCPredicate ("set_horus_flag", setHorusFlag, 2); + YAP_UserCPredicate ("free_bayesian_network", freeBayesNetwork, 1); + YAP_UserCPredicate ("free_parfactor_graph", freeParfactorGraph, 1); } diff --git a/packages/CLPBN/clpbn/bp/Indexer.h b/packages/CLPBN/clpbn/bp/Indexer.h new file mode 100644 index 000000000..f0314ee96 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Indexer.h @@ -0,0 +1,301 @@ +#ifndef HORUS_STATESINDEXER_H +#define HORUS_STATESINDEXER_H + +#include +#include +#include + +#include +#include + +#include "VarNode.h" +#include "Util.h" + + +class StatesIndexer { + public: + + StatesIndexer (const Ranges& ranges, bool calcOffsets = true) + { + size_ = 1; + indices_.resize (ranges.size(), 0); + ranges_ = ranges; + for (unsigned i = 0; i < ranges.size(); i++) { + size_ *= ranges[i]; + } + li_ = 0; + if (calcOffsets) { + calculateOffsets(); + } + } + + StatesIndexer (const VarNodes& vars, bool calcOffsets = true) + { + size_ = 1; + indices_.resize (vars.size(), 0); + ranges_.reserve (vars.size()); + for (unsigned i = 0; i < vars.size(); i++) { + ranges_.push_back (vars[i]->nrStates()); + size_ *= vars[i]->nrStates(); + } + li_ = 0; + if (calcOffsets) { + calculateOffsets(); + } + } + + void increment (void) + { + for (int i = ranges_.size() - 1; i >= 0; i--) { + indices_[i] ++; + if (indices_[i] != ranges_[i]) { + break; + } else { + indices_[i] = 0; + } + } + li_ ++; + } + + void increment (unsigned dim) + { + assert (dim < ranges_.size()); + assert (ranges_.size() == offsets_.size()); + assert (indices_[dim] < ranges_[dim]); + indices_[dim] ++; + li_ += offsets_[dim]; + } + + void incrementExcluding (unsigned skipDim) + { + assert (ranges_.size() == offsets_.size()); + for (int i = ranges_.size() - 1; i >= 0; i--) { + if (i != (int)skipDim) { + indices_[i] ++; + li_ += offsets_[i]; + if (indices_[i] != ranges_[i]) { + return; + } else { + indices_[i] = 0; + li_ -= offsets_[i] * ranges_[i]; + } + } + } + li_ = size_; + } + + unsigned linearIndex (void) const + { + return li_; + } + + const vector& indices (void) const + { + return indices_; + } + + StatesIndexer& operator ++ (void) + { + increment(); + return *this; + } + + operator unsigned (void) const + { + return li_; + } + + unsigned operator[] (unsigned dim) const + { + assert (valid()); + assert (dim < ranges_.size()); + return indices_[dim]; + } + + bool valid (void) const + { + return li_ < size_; + } + + void reset (void) + { + std::fill (indices_.begin(), indices_.end(), 0); + li_ = 0; + } + + void reset (unsigned dim) + { + indices_[dim] = 0; + li_ -= offsets_[dim] * ranges_[dim]; + } + + unsigned size (void) const + { + return size_ ; + } + + friend ostream& operator<< (ostream &out, const StatesIndexer& idx) + { + out << "(" << std::setw (2) << std::setfill('0') << idx.li_ << ") " ; + out << idx.indices_; + return out; + } + + private: + void calculateOffsets (void) + { + unsigned prod = 1; + offsets_.resize (ranges_.size()); + for (int i = ranges_.size() - 1; i >= 0; i--) { + offsets_[i] = prod; + prod *= ranges_[i]; + } + } + + unsigned li_; + unsigned size_; + vector indices_; + vector ranges_; + vector offsets_; +}; + + + +class MapIndexer +{ + public: + MapIndexer (const Ranges& ranges, const vector& mapDims) + { + assert (ranges.size() == mapDims.size()); + unsigned prod = 1; + offsets_.resize (ranges.size()); + for (int i = ranges.size() - 1; i >= 0; i--) { + if (mapDims[i]) { + offsets_[i] = prod; + prod *= ranges[i]; + } + } + indices_.resize (ranges.size(), 0); + ranges_ = ranges; + index_ = 0; + valid_ = true; + } + + MapIndexer (const Ranges& ranges, unsigned ignoreDim) + { + unsigned prod = 1; + offsets_.resize (ranges.size()); + for (int i = ranges.size() - 1; i >= 0; i--) { + if (i != (int)ignoreDim) { + offsets_[i] = prod; + prod *= ranges[i]; + } + } + indices_.resize (ranges.size(), 0); + ranges_ = ranges; + index_ = 0; + valid_ = true; + } + + /* + MapIndexer ( + const VarIds& loopVids, + const Ranges& loopRanges, + const VarIds& mapVids, + const Ranges& mapRanges) + { + unsigned prod = 1; + vector offsets (mapRanges.size()); + for (int i = mapRanges.size() - 1; i >= 0; i--) { + offsets[i] = prod; + prod *= mapRanges[i]; + } + + offsets_.reserve (loopVids.size()); + for (unsigned i = 0; i < loopVids.size(); i++) { + VarIds::const_iterator it = + std::find (mapVids.begin(), mapVids.end(), loopVids[i]); + if (it != mapVids.end()) { + offsets_.push_back (offsets[it - mapVids.begin()]); + } else { + offsets_.push_back (0); + } + } + + indices_.resize (loopVids.size(), 0); + ranges_ = loopRanges; + index_ = 0; + size_ = prod; + } + */ + + MapIndexer& operator ++ (void) + { + assert (valid_); + for (int i = ranges_.size() - 1; i >= 0; i--) { + indices_[i] ++; + index_ += offsets_[i]; + if (indices_[i] != ranges_[i]) { + return *this; + } else { + indices_[i] = 0; + index_ -= offsets_[i] * ranges_[i]; + } + } + valid_ = false; + return *this; + } + + unsigned mappedIndex (void) const + { + return index_; + } + + operator unsigned (void) const + { + return index_; + } + + unsigned operator[] (unsigned dim) const + { + assert (valid()); + assert (dim < ranges_.size()); + return indices_[dim]; + } + + bool valid (void) const + { + return valid_; + } + + void reset (void) + { + std::fill (indices_.begin(), indices_.end(), 0); + index_ = 0; + } + + friend ostream& operator<< (ostream &out, const MapIndexer& idx) + { + out << "(" << std::setw (2) << std::setfill('0') << idx.index_ << ") " ; + out << idx.indices_; + return out; + } + + private: + MapIndexer (const Ranges& ranges) : + ranges_(ranges), + indices_(ranges.size(), 0), + offsets_(ranges.size()) + { + index_ = 0; + } + unsigned index_; + bool valid_; + vector ranges_; + vector indices_; + vector offsets_; +}; + + +#endif // HORUS_STATESINDEXER_H + diff --git a/packages/CLPBN/clpbn/bp/LiftedUtils.cpp b/packages/CLPBN/clpbn/bp/LiftedUtils.cpp new file mode 100644 index 000000000..cf953d7b0 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/LiftedUtils.cpp @@ -0,0 +1,120 @@ +#include + +#include +#include +#include + +#include "LiftedUtils.h" +#include "ConstraintTree.h" + + +namespace LiftedUtils { + + +unordered_map symbolDict; + + +Symbol +getSymbol (const string& symbolName) +{ + unordered_map::iterator it + = symbolDict.find (symbolName); + if (it != symbolDict.end()) { + return it->second; + } else { + symbolDict[symbolName] = symbolDict.size() - 1; + return symbolDict.size() - 1; + } +} + + + +void +printSymbolDictionary (void) +{ + unordered_map::const_iterator it + = symbolDict.begin(); + while (it != symbolDict.end()) { + cout << it->first << " -> " << it->second << endl; + it ++; + } +} + +} + + + +ostream& operator<< (ostream &os, const Symbol& s) +{ + unordered_map::const_iterator it + = LiftedUtils::symbolDict.begin(); + while (it != LiftedUtils::symbolDict.end() && it->second != s) { + it ++; + } + assert (it != LiftedUtils::symbolDict.end()); + os << it->first; + return os; +} + + + +ostream& operator<< (ostream &os, const LogVar& X) +{ + const string labels[] = { + "A", "B", "C", "D", "E", "F", + "G", "H", "I", "J", "K", "M" }; + (X >= 12) ? os << "X_" << X.id_ : os << labels[X]; + return os; +} + + + +ostream& operator<< (ostream &os, const Tuple& t) +{ + os << "(" ; + for (unsigned i = 0; i < t.size(); i++) { + os << ((i != 0) ? "," : "") << t[i]; + } + os << ")" ; + return os; +} + + + +ostream& operator<< (ostream &os, const Ground& gr) +{ + os << gr.functor(); + os << "(" ; + for (unsigned i = 0; i < gr.args().size(); i++) { + if (i != 0) os << ", " ; + os << gr.args()[i]; + } + os << ")" ; + return os; +} + + + +void +ObservedFormula::addTuple (const Tuple& t) +{ + if (constr_ == 0) { + LogVars lvs (arity_); + for (unsigned i = 0; i < arity_; i++) { + lvs[i] = i; + } + constr_ = new ConstraintTree (lvs); + } + constr_->addTuple (t); +} + + + +ostream& operator<< (ostream &os, const ObservedFormula of) +{ + os << of.functor_ << "/" << of.arity_; + os << "|" << of.constr_->tupleSet(); + os << " [evidence=" << of.evidence_ << "]"; + return os; +} + diff --git a/packages/CLPBN/clpbn/bp/LiftedUtils.h b/packages/CLPBN/clpbn/bp/LiftedUtils.h new file mode 100644 index 000000000..838e3134e --- /dev/null +++ b/packages/CLPBN/clpbn/bp/LiftedUtils.h @@ -0,0 +1,161 @@ +#ifndef HORUS_LIFTEDUTILS_H +#define HORUS_LIFTEDUTILS_H + +#include +#include +#include +#include + + +#include "TinySet.h" +#include "Util.h" + + +using namespace std; + + +class Symbol +{ + public: + Symbol (void) : id_(numeric_limits::max()) { } + Symbol (unsigned id) : id_(id) { } + operator unsigned (void) const { return id_; } + bool valid (void) const { return id_ != numeric_limits::max(); } + static Symbol invalid (void) { return Symbol(); } + friend ostream& operator<< (ostream &os, const Symbol& s); + private: + unsigned id_; +}; + + +class LogVar +{ + public: + LogVar (void) : id_(numeric_limits::max()) { } + LogVar (unsigned id) : id_(id) { } + operator unsigned (void) const { return id_; } + + LogVar& operator++ (void) + { + assert (valid()); + id_ ++; + return *this; + } + + bool valid (void) const + { + return id_ != numeric_limits::max(); + } + + friend ostream& operator<< (ostream &os, const LogVar& X); + private: + unsigned id_; +}; + + +namespace std { +template <> struct hash { + size_t operator() (const Symbol& s) const { + return std::hash() (s); + }}; + +template <> struct hash { + size_t operator() (const LogVar& X) const { + return std::hash() (X); + }}; +}; + + +typedef vector Symbols; +typedef vector Tuple; +typedef vector Tuples; +typedef vector LogVars; +typedef TinySet SymbolSet; +typedef TinySet LogVarSet; +typedef TinySet TupleSet; + + +ostream& operator<< (ostream &os, const Tuple& t); + + +namespace LiftedUtils { +Symbol getSymbol (const string&); +void printSymbolDictionary (void); +} + + + +class Ground +{ + public: + Ground (Symbol f) : functor_(f) { } + Ground (Symbol f, const Symbols& args) : functor_(f), args_(args) { } + + Symbol functor (void) const { return functor_; } + Symbols args (void) const { return args_; } + unsigned arity (void) const { return args_.size(); } + bool isAtom (void) const { return args_.size() == 0; } + friend ostream& operator<< (ostream &os, const Ground& gr); + private: + Symbol functor_; + Symbols args_; +}; +typedef vector Grounds; + + + +class ConstraintTree; +class ObservedFormula +{ + public: + ObservedFormula (Symbol f, unsigned a, unsigned ev) + : functor_(f), arity_(a), evidence_(ev), constr_(0) { } + + ObservedFormula (Symbol f, unsigned ev, const Tuple& tuple) + : functor_(f), arity_(tuple.size()), evidence_(ev), constr_(0) + { + addTuple (tuple); + } + + Symbol functor (void) const { return functor_; } + unsigned arity (void) const { return arity_; } + unsigned evidence (void) const { return evidence_; } + ConstraintTree* constr (void) const { return constr_; } + bool isAtom (void) const { return arity_ == 0; } + + void addTuple (const Tuple& t); + friend ostream& operator<< (ostream &os, const ObservedFormula opv); + private: + Symbol functor_; + unsigned arity_; + unsigned evidence_; + ConstraintTree* constr_; +}; +typedef vector ObservedFormulas; + + + +class Substitution +{ + public: + void add (LogVar X_old, LogVar X_new) + { + subs_.insert (make_pair (X_old, X_new)); + } + void rename (LogVar X_old, LogVar X_new) + { + assert (subs_.find (X_old) != subs_.end()); + subs_.find (X_old)->second = X_new; + } + LogVar newNameFor (LogVar X) const + { + assert (subs_.find (X) != subs_.end()); + return subs_.find (X)->second; + } + private: + unordered_map subs_; +}; + + +#endif // HORUS_LIFTEDUTILS_H + diff --git a/packages/CLPBN/clpbn/bp/Makefile.in b/packages/CLPBN/clpbn/bp/Makefile.in index 7b90e2642..5d13e23cf 100644 --- a/packages/CLPBN/clpbn/bp/Makefile.in +++ b/packages/CLPBN/clpbn/bp/Makefile.in @@ -23,10 +23,10 @@ CC=@CC@ CXX=@CXX@ # normal -CXXFLAGS= -std=c++0x @SHLIB_CXXFLAGS@ $(YAP_EXTRAS) $(DEFS) -D_YAP_NOT_INSTALLED_=1 -I$(srcdir) -I../../../.. -I$(srcdir)/../../../../include @CPPFLAGS@ -DNDEBUG +#CXXFLAGS= -std=c++0x @SHLIB_CXXFLAGS@ $(YAP_EXTRAS) $(DEFS) -D_YAP_NOT_INSTALLED_=1 -I$(srcdir) -I../../../.. -I$(srcdir)/../../../../include @CPPFLAGS@ -DNDEBUG # debug -#CXXFLAGS= -std=c++0x @SHLIB_CXXFLAGS@ $(YAP_EXTRAS) $(DEFS) -D_YAP_NOT_INSTALLED_=1 -I$(srcdir) -I../../../.. -I$(srcdir)/../../../../include @CPPFLAGS@ -g -O0 -Wextra +CXXFLAGS= -std=c++0x @SHLIB_CXXFLAGS@ $(YAP_EXTRAS) $(DEFS) -D_YAP_NOT_INSTALLED_=1 -I$(srcdir) -I../../../.. -I$(srcdir)/../../../../include @CPPFLAGS@ -g -O0 -Wextra # @@ -46,24 +46,32 @@ CWD=$(PWD) HEADERS = \ $(srcdir)/GraphicalModel.h \ - $(srcdir)/VarNode.h \ - $(srcdir)/Distribution.h \ $(srcdir)/BayesNet.h \ $(srcdir)/BayesNode.h \ $(srcdir)/ElimGraph.h \ - $(srcdir)/CFactorGraph.h \ - $(srcdir)/CptEntry.h \ $(srcdir)/FactorGraph.h \ $(srcdir)/Factor.h \ + $(srcdir)/CFactorGraph.h \ + $(srcdir)/ConstraintTree.h \ $(srcdir)/Solver.h \ $(srcdir)/VarElimSolver.h \ $(srcdir)/BnBpSolver.h \ $(srcdir)/FgBpSolver.h \ $(srcdir)/CbpSolver.h \ - $(srcdir)/Shared.h \ - $(srcdir)/StatesIndexer.h \ + $(srcdir)/FoveSolver.h \ + $(srcdir)/VarNode.h \ + $(srcdir)/Distribution.h \ + $(srcdir)/Indexer.h \ + $(srcdir)/Parfactor.h \ + $(srcdir)/ProbFormula.h \ + $(srcdir)/Histogram.h \ + $(srcdir)/ParfactorList.h \ + $(srcdir)/LiftedUtils.h \ + $(srcdir)/TinySet.h \ + $(srcdir)/Util.h \ + $(srcdir)/Horus.h \ $(srcdir)/xmlParser/xmlParser.h - + CPP_SOURCES = \ $(srcdir)/BayesNet.cpp \ $(srcdir)/BayesNode.cpp \ @@ -71,12 +79,19 @@ CPP_SOURCES = \ $(srcdir)/FactorGraph.cpp \ $(srcdir)/Factor.cpp \ $(srcdir)/CFactorGraph.cpp \ + $(srcdir)/ConstraintTree.cpp \ $(srcdir)/VarNode.cpp \ $(srcdir)/Solver.cpp \ $(srcdir)/VarElimSolver.cpp \ $(srcdir)/BnBpSolver.cpp \ $(srcdir)/FgBpSolver.cpp \ $(srcdir)/CbpSolver.cpp \ + $(srcdir)/FoveSolver.cpp \ + $(srcdir)/Parfactor.cpp \ + $(srcdir)/ProbFormula.cpp \ + $(srcdir)/Histogram.cpp \ + $(srcdir)/ParfactorList.cpp \ + $(srcdir)/LiftedUtils.cpp \ $(srcdir)/Util.cpp \ $(srcdir)/HorusYap.cpp \ $(srcdir)/HorusCli.cpp \ @@ -89,12 +104,19 @@ OBJS = \ FactorGraph.o \ Factor.o \ CFactorGraph.o \ + ConstraintTree.o \ VarNode.o \ Solver.o \ VarElimSolver.o \ BnBpSolver.o \ FgBpSolver.o \ CbpSolver.o \ + FoveSolver.o \ + Parfactor.o \ + ProbFormula.o \ + Histogram.o \ + ParfactorList.o \ + LiftedUtils.o \ Util.o \ HorusYap.o @@ -105,12 +127,19 @@ HCLI_OBJS = \ FactorGraph.o \ Factor.o \ CFactorGraph.o \ + ConstraintTree.o \ VarNode.o \ Solver.o \ VarElimSolver.o \ BnBpSolver.o \ FgBpSolver.o \ CbpSolver.o \ + FoveSolver.o \ + Parfactor.o \ + ProbFormula.o \ + Histogram.o \ + ParfactorList.o \ + LiftedUtils.o \ Util.o \ xmlParser/xmlParser.o \ HorusCli.o @@ -145,6 +174,10 @@ clean: rm -f *.o *~ $(OBJS) $(SOBJS) *.BAK hcli xmlParser/*.o +erase_dots: + rm -f *.dot *.png + + depend: $(HEADERS) $(CPP_SOURCES) -@if test "$(GCC)" = yes; then\ $(CC) -std=c++0x -MM -MG $(CFLAGS) -I$(srcdir) -I$(srcdir)/../../../../include -I$(srcdir)/../../../../H $(CPP_SOURCES) >> Makefile;\ diff --git a/packages/CLPBN/clpbn/bp/Parfactor.cpp b/packages/CLPBN/clpbn/bp/Parfactor.cpp new file mode 100644 index 000000000..5db1e29ff --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Parfactor.cpp @@ -0,0 +1,861 @@ + +#include "Parfactor.h" +#include "Histogram.h" +#include "Indexer.h" +#include "Horus.h" + + +Parfactor::Parfactor ( + const ProbFormulas& formulas, + const Params& params, + const Tuples& tuples, + unsigned distId) +{ + formulas_ = formulas; + params_ = params; + distId_ = distId; + + LogVars logVars; + for (unsigned i = 0; i < formulas_.size(); i++) { + ranges_.push_back (formulas_[i].range()); + const LogVars& lvs = formulas_[i].logVars(); + for (unsigned j = 0; j < lvs.size(); j++) { + if (std::find (logVars.begin(), logVars.end(), lvs[j]) == + logVars.end()) { + logVars.push_back (lvs[j]); + } + } + } + constr_ = new ConstraintTree (logVars, tuples); +} + + + +Parfactor::Parfactor (const Parfactor* g, const Tuple& tuple) +{ + formulas_ = g->formulas(); + params_ = g->params(); + ranges_ = g->ranges(); + distId_ = g->distId(); + constr_ = new ConstraintTree (g->logVars(), {tuple}); +} + + + +Parfactor::Parfactor (const Parfactor* g, ConstraintTree* constr) +{ + formulas_ = g->formulas(); + params_ = g->params(); + ranges_ = g->ranges(); + distId_ = g->distId(); + constr_ = constr; +} + + + +Parfactor::Parfactor (const Parfactor& g) +{ + formulas_ = g.formulas(); + params_ = g.params(); + ranges_ = g.ranges(); + distId_ = g.distId(); + constr_ = new ConstraintTree (*g.constr()); +} + + + +Parfactor::~Parfactor (void) +{ + delete constr_; +} + + + +LogVarSet +Parfactor::countedLogVars (void) const +{ + LogVarSet set; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (formulas_[i].isCounting()) { + set.insert (formulas_[i].countedLogVar()); + } + } + return set; +} + + + +LogVarSet +Parfactor::uncountedLogVars (void) const +{ + return constr_->logVarSet() - countedLogVars(); +} + + + +LogVarSet +Parfactor::elimLogVars (void) const +{ + LogVarSet requiredToElim = constr_->logVarSet(); + requiredToElim -= constr_->singletons(); + requiredToElim -= countedLogVars(); + return requiredToElim; +} + + + +LogVarSet +Parfactor::exclusiveLogVars (unsigned fIdx) const +{ + assert (fIdx < formulas_.size()); + LogVarSet remaining; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (i != fIdx) { + remaining |= formulas_[i].logVarSet(); + } + } + return formulas_[fIdx].logVarSet() - remaining; +} + + + +void +Parfactor::setConstraintTree (ConstraintTree* newTree) +{ + delete constr_; + constr_ = newTree; +} + + + +void +Parfactor::sumOut (unsigned fIdx) +{ + assert (fIdx < formulas_.size()); + assert (formulas_[fIdx].contains (elimLogVars())); + + LogVarSet excl = exclusiveLogVars (fIdx); + unsigned condCount = constr_->getConditionalCount (excl); + Util::pow (params_, condCount); + + vector numAssigns (ranges_[fIdx], 1); + if (formulas_[fIdx].isCounting()) { + unsigned N = constr_->getConditionalCount ( + formulas_[fIdx].countedLogVar()); + unsigned R = formulas_[fIdx].range(); + unsigned H = ranges_[fIdx]; + HistogramSet hs (N, R); + unsigned N_factorial = Util::factorial (N); + for (unsigned h = 0; h < H; h++) { + unsigned prod = 1; + for (unsigned r = 0; r < R; r++) { + prod *= Util::factorial (hs[r]); + } + numAssigns[h] = N_factorial / prod; + hs.nextHistogram(); + } + cout << endl; + } + + Params copy = params_; + params_.clear(); + params_.resize (copy.size() / ranges_[fIdx], 0.0); + + MapIndexer indexer (ranges_, fIdx); + for (unsigned i = 0; i < copy.size(); i++) { + unsigned h = indexer[fIdx]; + // TODO NOT LOG DOMAIN AWARE :( + params_[indexer] += numAssigns[h] * copy[i]; + ++ indexer; + } + formulas_.erase (formulas_.begin() + fIdx); + ranges_.erase (ranges_.begin() + fIdx); + constr_->remove (excl); +} + + + +void +Parfactor::multiply (Parfactor& g) +{ + alignAndExponentiate (this, &g); + bool sharedVars = false; + vector g_varpos; + const ProbFormulas& g_formulas = g.formulas(); + const Params& g_params = g.params(); + const Ranges& g_ranges = g.ranges(); + + for (unsigned i = 0; i < g_formulas.size(); i++) { + int group = g_formulas[i].group(); + if (indexOfFormulaWithGroup (group) == -1) { + insertDimension (g.ranges()[i]); + formulas_.push_back (g_formulas[i]); + g_varpos.push_back (formulas_.size() - 1); + } else { + sharedVars = true; + g_varpos.push_back (indexOfFormulaWithGroup (group)); + } + } + + if (sharedVars == false) { + unsigned count = 0; + for (unsigned i = 0; i < params_.size(); i++) { + if (Globals::logDomain) { + params_[i] += g_params[count]; + } else { + params_[i] *= g_params[count]; + } + count ++; + if (count >= g_params.size()) { + count = 0; + } + } + } else { + StatesIndexer indexer (ranges_, false); + while (indexer.valid()) { + unsigned g_li = 0; + unsigned prod = 1; + for (int j = g_varpos.size() - 1; j >= 0; j--) { + g_li += indexer[g_varpos[j]] * prod; + prod *= g_ranges[j]; + } + if (Globals::logDomain) { + params_[indexer] += g_params[g_li]; + } else { + params_[indexer] *= g_params[g_li]; + } + ++ indexer; + } + } + + constr_->join (g.constr(), true); +} + + + +void +Parfactor::countConvert (LogVar X) +{ + int fIdx = indexOfFormulaWithLogVar (X); + assert (fIdx != -1); + assert (constr_->isCountNormalized (X)); + assert (constr_->getConditionalCount (X) > 1); + assert (constr_->isCarteesianProduct (countedLogVars() | X)); + + unsigned N = constr_->getConditionalCount (X); + unsigned R = ranges_[fIdx]; + unsigned H = HistogramSet::nrHistograms (N, R); + vector histograms = HistogramSet::getHistograms (N, R); + + StatesIndexer indexer (ranges_); + vector summout (params_.size() / R); + unsigned count = 0; + while (indexer.valid()) { + summout[count].reserve (R); + for (unsigned r = 0; r < R; r++) { + summout[count].push_back (params_[indexer]); + indexer.increment (fIdx); + } + count ++; + indexer.reset (fIdx); + indexer.incrementExcluding (fIdx); + } + + params_.clear(); + params_.reserve (summout.size() * H); + + vector mapDims (ranges_.size(), true); + ranges_[fIdx] = H; + mapDims[fIdx] = false; + MapIndexer mapIndexer (ranges_, mapDims); + while (mapIndexer.valid()) { + double prod = 1.0; + unsigned i = mapIndexer.mappedIndex(); + unsigned h = mapIndexer[fIdx]; + for (unsigned r = 0; r < R; r++) { + // TODO not log domain aware + prod *= Util::pow (summout[i][r], histograms[h][r]); + } + params_.push_back (prod); + ++ mapIndexer; + } + formulas_[fIdx].setCountedLogVar (X); +} + + + +void +Parfactor::expandPotential ( + LogVar X, + LogVar X_new1, + LogVar X_new2) +{ + int fIdx = indexOfFormulaWithLogVar (X); + assert (fIdx != -1); + assert (formulas_[fIdx].isCounting()); + + unsigned N1 = constr_->getConditionalCount (X_new1); + unsigned N2 = constr_->getConditionalCount (X_new2); + unsigned N = N1 + N2; + unsigned R = formulas_[fIdx].range(); + unsigned H1 = HistogramSet::nrHistograms (N1, R); + unsigned H2 = HistogramSet::nrHistograms (N2, R); + unsigned H = ranges_[fIdx]; + + vector histograms = HistogramSet::getHistograms (N, R); + vector histograms1 = HistogramSet::getHistograms (N1, R); + vector histograms2 = HistogramSet::getHistograms (N2, R); + + vector sumIndexes; + sumIndexes.reserve (H1 * H2); + for (unsigned i = 0; i < H1; i++) { + for (unsigned j = 0; j < H2; j++) { + Histogram hist = histograms1[i]; + std::transform ( + hist.begin(), hist.end(), + histograms2[j].begin(), + hist.begin(), + plus()); + sumIndexes.push_back (HistogramSet::findIndex (hist, histograms)); + } + } + + unsigned size = (params_.size() / H) * H1 * H2; + Params copy = params_; + params_.clear(); + params_.reserve (size); + + unsigned prod = 1; + vector offsets_ (ranges_.size()); + for (int i = ranges_.size() - 1; i >= 0; i--) { + offsets_[i] = prod; + prod *= ranges_[i]; + } + + unsigned index = 0; + ranges_[fIdx] = H1 * H2; + vector indices (ranges_.size(), 0); + for (unsigned k = 0; k < size; k++) { + params_.push_back (copy[index]); + for (int i = ranges_.size() - 1; i >= 0; i--) { + indices[i] ++; + if (i == fIdx) { + int diff = sumIndexes[indices[i]] - sumIndexes[indices[i] - 1]; + index += diff * offsets_[i]; + } else { + index += offsets_[i]; + } + if (indices[i] != ranges_[i]) { + break; + } else { + if (i == fIdx) { + int diff = sumIndexes[0] - sumIndexes[indices[i]]; + index += diff * offsets_[i]; + } else { + index -= offsets_[i] * ranges_[i]; + } + indices[i] = 0; + } + } + } + + formulas_.insert (formulas_.begin() + fIdx + 1, formulas_[fIdx]); + formulas_[fIdx].rename (X, X_new1); + formulas_[fIdx + 1].rename (X, X_new2); + ranges_.insert (ranges_.begin() + fIdx + 1, H2); + ranges_[fIdx] = H1; +} + + + +void +Parfactor::fullExpand (LogVar X) +{ + int fIdx = indexOfFormulaWithLogVar (X); + assert (fIdx != -1); + assert (formulas_[fIdx].isCounting()); + + unsigned N = constr_->getConditionalCount (X); + unsigned R = formulas_[fIdx].range(); + unsigned H = ranges_[fIdx]; + + vector originHists = HistogramSet::getHistograms (N, R); + vector expandHists = HistogramSet::getHistograms (1, R); + + vector sumIndexes; + sumIndexes.reserve (N * R); + + Ranges expandRanges (N, R); + StatesIndexer indexer (expandRanges); + while (indexer.valid()) { + vector hist (R, 0); + for (unsigned n = 0; n < N; n++) { + std::transform ( + hist.begin(), hist.end(), + expandHists[indexer[n]].begin(), + hist.begin(), + plus()); + } + sumIndexes.push_back (HistogramSet::findIndex (hist, originHists)); + ++ indexer; + } + + unsigned size = (params_.size() / H) * std::pow (R, N); + Params copy = params_; + params_.clear(); + params_.reserve (size); + + unsigned prod = 1; + vector offsets_ (ranges_.size()); + for (int i = ranges_.size() - 1; i >= 0; i--) { + offsets_[i] = prod; + prod *= ranges_[i]; + } + + unsigned index = 0; + ranges_[fIdx] = std::pow (R, N); + vector indices (ranges_.size(), 0); + for (unsigned k = 0; k < size; k++) { + params_.push_back (copy[index]); + for (int i = ranges_.size() - 1; i >= 0; i--) { + indices[i] ++; + if (i == fIdx) { + int diff = sumIndexes[indices[i]] - sumIndexes[indices[i] - 1]; + index += diff * offsets_[i]; + } else { + index += offsets_[i]; + } + if (indices[i] != ranges_[i]) { + break; + } else { + if (i == fIdx) { + int diff = sumIndexes[0] - sumIndexes[indices[i]]; + index += diff * offsets_[i]; + } else { + index -= offsets_[i] * ranges_[i]; + } + indices[i] = 0; + } + } + } + + ProbFormula f = formulas_[fIdx]; + formulas_.erase (formulas_.begin() + fIdx); + ranges_.erase (ranges_.begin() + fIdx); + LogVars newLvs = constr_->expand (X); + assert (newLvs.size() == N); + for (unsigned i = 0 ; i < N; i++) { + ProbFormula newFormula (f.functor(), f.logVars(), f.range()); + newFormula.rename (X, newLvs[i]); + formulas_.insert (formulas_.begin() + fIdx + i, newFormula); + ranges_.insert (ranges_.begin() + fIdx + i, R); + } +} + + + +void +Parfactor::reorderAccordingGrounds (const Grounds& grounds) +{ + ProbFormulas newFormulas; + for (unsigned i = 0; i < grounds.size(); i++) { + for (unsigned j = 0; j < formulas_.size(); j++) { + if (grounds[i].functor() == formulas_[j].functor() && + grounds[i].arity() == formulas_[j].arity()) { + constr_->moveToTop (formulas_[j].logVars()); + if (constr_->containsTuple (grounds[i].args())) { + newFormulas.push_back (formulas_[j]); + break; + } + } + } + assert (newFormulas.size() == i + 1); + } + reorderFormulas (newFormulas); +} + + + +void +Parfactor::reorderFormulas (const ProbFormulas& newFormulas) +{ + assert (newFormulas.size() == formulas_.size()); + if (newFormulas == formulas_) { + return; + } + + Ranges newRanges; + vector positions; + for (unsigned i = 0; i < newFormulas.size(); i++) { + unsigned idx = indexOf (newFormulas[i]); + newRanges.push_back (ranges_[idx]); + positions.push_back (idx); + } + + unsigned N = ranges_.size(); + Params newParams (params_.size()); + for (unsigned i = 0; i < params_.size(); i++) { + unsigned li = i; + // calculate vector index corresponding to linear index + vector vi (N); + for (int k = N-1; k >= 0; k--) { + vi[k] = li % ranges_[k]; + li /= ranges_[k]; + } + // convert permuted vector index to corresponding linear index + unsigned prod = 1; + unsigned new_li = 0; + for (int k = N - 1; k >= 0; k--) { + new_li += vi[positions[k]] * prod; + prod *= ranges_[positions[k]]; + } + newParams[new_li] = params_[i]; + } + formulas_ = newFormulas; + ranges_ = newRanges; + params_ = newParams; +} + + + +void +Parfactor::absorveEvidence (unsigned fIdx, unsigned evidence) +{ + LogVarSet excl = exclusiveLogVars (fIdx); + assert (fIdx < formulas_.size()); + assert (evidence < formulas_[fIdx].range()); + assert (formulas_[fIdx].isCounting() == false); + assert (constr_->isCountNormalized (excl)); + + Util::pow (params_, constr_->getConditionalCount (excl)); + + Params copy = params_; + params_.clear(); + params_.reserve (copy.size() / formulas_[fIdx].range()); + + StatesIndexer indexer (ranges_); + for (unsigned i = 0; i < evidence; i++) { + indexer.increment (fIdx); + } + while (indexer.valid()) { + params_.push_back (copy[indexer]); + indexer.incrementExcluding (fIdx); + } + formulas_.erase (formulas_.begin() + fIdx); + ranges_.erase (ranges_.begin() + fIdx); + constr_->remove (excl); +} + + + +void +Parfactor::normalize (void) +{ + Util::normalize (params_); +} + + + +void +Parfactor::setFormulaGroup (const ProbFormula& f, int group) +{ + assert (indexOf (f) != -1); + formulas_[indexOf (f)].setGroup (group); +} + + + +void +Parfactor::setNewGroups (void) +{ + for (unsigned i = 0; i < formulas_.size(); i++) { + formulas_[i].setGroup (ProbFormula::getNewGroup()); + } +} + + + +void +Parfactor::applySubstitution (const Substitution& theta) +{ + for (unsigned i = 0; i < formulas_.size(); i++) { + LogVars& lvs = formulas_[i].logVars(); + for (unsigned j = 0; j < lvs.size(); j++) { + lvs[j] = theta.newNameFor (lvs[j]); + } + if (formulas_[i].isCounting()) { + LogVar clv = formulas_[i].countedLogVar(); + formulas_[i].setCountedLogVar (theta.newNameFor (clv)); + } + } + constr_->applySubstitution (theta); +} + + + +bool +Parfactor::containsGround (const Ground& ground) const +{ + for (unsigned i = 0; i < formulas_.size(); i++) { + if (formulas_[i].functor() == ground.functor() && + formulas_[i].arity() == ground.arity()) { + constr_->moveToTop (formulas_[i].logVars()); + if (constr_->containsTuple (ground.args())) { + return true; + } + } + } + return false; +} + + + +bool +Parfactor::containsGroup (unsigned group) const +{ + for (unsigned i = 0; i < formulas_.size(); i++) { + if (formulas_[i].group() == group) { + return true; + } + } + return false; +} + + + +const ProbFormula& +Parfactor::formula (unsigned fIdx) const +{ + assert (fIdx < formulas_.size()); + return formulas_[fIdx]; +} + + + +unsigned +Parfactor::range (unsigned fIdx) const +{ + assert (fIdx < ranges_.size()); + return ranges_[fIdx]; +} + + + +unsigned +Parfactor::nrFormulas (LogVar X) const +{ + unsigned count = 0; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (formulas_[i].contains (X)) { + count ++; + } + } + return count; +} + + + +int +Parfactor::indexOf (const ProbFormula& f) const +{ + int idx = -1; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (f == formulas_[i]) { + idx = i; + break; + } + } + return idx; +} + + + +int +Parfactor::indexOfFormulaWithLogVar (LogVar X) const +{ + int idx = -1; + assert (nrFormulas (X) == 1); + for (unsigned i = 0; i < formulas_.size(); i++) { + if (formulas_[i].contains (X)) { + idx = i; + break; + } + } + return idx; +} + + + +int +Parfactor::indexOfFormulaWithGroup (unsigned group) const +{ + int pos = -1; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (formulas_[i].group() == group) { + pos = i; + break; + } + } + return pos; +} + + + +vector +Parfactor::getAllGroups (void) const +{ + vector groups (formulas_.size()); + for (unsigned i = 0; i < formulas_.size(); i++) { + groups[i] = formulas_[i].group(); + } + return groups; +} + + + +string +Parfactor::getHeaderString (void) const +{ + stringstream ss; + ss << "phi(" ; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (i != 0) ss << "," ; + ss << formulas_[i]; + } + ss << ")" ; + ConstraintTree copy (*constr_); + copy.moveToTop (copy.logVarSet().elements()); + ss << "|" << copy.tupleSet(); + return ss.str(); +} + + + +void +Parfactor::print (bool printParams) const +{ + cout << "Formulas: " ; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (i != 0) cout << ", " ; + cout << formulas_[i]; + } + cout << endl; + vector groups; + for (unsigned i = 0; i < formulas_.size(); i++) { + groups.push_back (string ("g") + Util::toString (formulas_[i].group())); + } + cout << "Groups: " << groups << endl; + cout << "LogVars: " << constr_->logVars() << endl; + cout << "Ranges: " << ranges_ << endl; + if (printParams == false) { + cout << "Params: " << params_ << endl; + } + cout << "Tuples: " << constr_->tupleSet() << endl; + if (printParams) { + vector jointStrings; + StatesIndexer indexer (ranges_); + while (indexer.valid()) { + stringstream ss; + for (unsigned i = 0; i < formulas_.size(); i++) { + if (i != 0) ss << ", " ; + if (formulas_[i].isCounting()) { + unsigned N = constr_->getConditionalCount (formulas_[i].countedLogVar()); + HistogramSet hs (N, formulas_[i].range()); + unsigned c = 0; + while (c < indexer[i]) { + hs.nextHistogram(); + c ++; + } + ss << hs; + } else { + ss << indexer[i]; + } + } + jointStrings.push_back (ss.str()); + ++ indexer; + } + for (unsigned i = 0; i < params_.size(); i++) { + cout << "f(" << jointStrings[i] << ")" ; + cout << " = " << params_[i] << endl; + } + } +} + + + +void +Parfactor::insertDimension (unsigned range) +{ + Params copy = params_; + params_.clear(); + params_.reserve (copy.size() * range); + for (unsigned i = 0; i < copy.size(); i++) { + for (unsigned reps = 0; reps < range; reps++) { + params_.push_back (copy[i]); + } + } + ranges_.push_back (range); +} + + + +void +Parfactor::alignAndExponentiate (Parfactor* g1, Parfactor* g2) +{ + LogVars X_1, X_2; + const ProbFormulas& formulas1 = g1->formulas(); + const ProbFormulas& formulas2 = g2->formulas(); + for (unsigned i = 0; i < formulas1.size(); i++) { + for (unsigned j = 0; j < formulas2.size(); j++) { + if (formulas1[i].group() == formulas2[j].group()) { + X_1.insert (X_1.end(), + formulas1[i].logVars().begin(), + formulas1[i].logVars().end()); + X_2.insert (X_2.end(), + formulas2[j].logVars().begin(), + formulas2[j].logVars().end()); + } + } + } + align (g1, X_1, g2, X_2); + LogVarSet Y_1 = g1->logVarSet() - LogVarSet (X_1); + LogVarSet Y_2 = g2->logVarSet() - LogVarSet (X_2); + assert (g1->constr()->isCountNormalized (Y_1)); + assert (g2->constr()->isCountNormalized (Y_2)); + unsigned condCount1 = g1->constr()->getConditionalCount (Y_1); + unsigned condCount2 = g2->constr()->getConditionalCount (Y_2); + Util::pow (g1->params(), 1.0 / condCount2); + Util::pow (g2->params(), 1.0 / condCount1); +} + + + +void +Parfactor::align ( + Parfactor* g1, const LogVars& alignLvs1, + Parfactor* g2, const LogVars& alignLvs2) +{ + LogVar freeLogVar = 0; + Substitution theta1; + Substitution theta2; + + const LogVarSet& allLvs1 = g1->logVarSet(); + for (unsigned i = 0; i < allLvs1.size(); i++) { + theta1.add (allLvs1[i], freeLogVar); + ++ freeLogVar; + } + + const LogVarSet& allLvs2 = g2->logVarSet(); + for (unsigned i = 0; i < allLvs2.size(); i++) { + theta2.add (allLvs2[i], freeLogVar); + ++ freeLogVar; + } + + assert (alignLvs1.size() == alignLvs2.size()); + for (unsigned i = 0; i < alignLvs1.size(); i++) { + theta1.rename (alignLvs1[i], theta2.newNameFor (alignLvs2[i])); + } + g1->applySubstitution (theta1); + g2->applySubstitution (theta2); +} + diff --git a/packages/CLPBN/clpbn/bp/Parfactor.h b/packages/CLPBN/clpbn/bp/Parfactor.h new file mode 100644 index 000000000..90cbe1d18 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Parfactor.h @@ -0,0 +1,124 @@ +#ifndef HORUS_PARFACTOR_H +#define HORUS_PARFACTOR_H + +#include +#include + +#include "ProbFormula.h" +#include "ConstraintTree.h" +#include "LiftedUtils.h" +#include "Horus.h" + + +class Parfactor +{ + public: + Parfactor ( + const ProbFormulas&, + const Params&, + const Tuples&, + unsigned); + Parfactor (const Parfactor*, const Tuple&); + Parfactor (const Parfactor*, ConstraintTree*); + Parfactor (const Parfactor&); + ~Parfactor (void); + + ProbFormulas& formulas (void) { return formulas_; } + + const ProbFormulas& formulas (void) const { return formulas_; } + + unsigned nrFormulas (void) const { return formulas_.size(); } + + Params& params (void) { return params_; } + + const Params& params (void) const { return params_; } + + unsigned size (void) const { return params_.size(); } + + const Ranges& ranges (void) const { return ranges_; } + + unsigned distId (void) const { return distId_; } + + ConstraintTree* constr (void) { return constr_; } + + const ConstraintTree* constr (void) const { return constr_; } + + const LogVars& logVars (void) const { return constr_->logVars(); } + + const LogVarSet& logVarSet (void) const { return constr_->logVarSet(); } + + LogVarSet countedLogVars (void) const; + + LogVarSet uncountedLogVars (void) const; + + LogVarSet elimLogVars (void) const; + + LogVarSet exclusiveLogVars (unsigned) const; + + void setConstraintTree (ConstraintTree*); + + void sumOut (unsigned); + + void multiply (Parfactor&); + + void countConvert (LogVar); + + void expandPotential (LogVar, LogVar, LogVar); + + void fullExpand (LogVar); + + void reorderAccordingGrounds (const Grounds&); + + void reorderFormulas (const ProbFormulas&); + + void absorveEvidence (unsigned, unsigned); + + void normalize (void); + + void setFormulaGroup (const ProbFormula&, int); + + void setNewGroups (void); + + void applySubstitution (const Substitution&); + + bool containsGround (const Ground&) const; + + bool containsGroup (unsigned) const; + + const ProbFormula& formula (unsigned) const; + + unsigned range (unsigned) const; + + unsigned nrFormulas (LogVar) const; + + int indexOf (const ProbFormula&) const; + + int indexOfFormulaWithLogVar (LogVar) const; + + int indexOfFormulaWithGroup (unsigned) const; + + vector getAllGroups (void) const; + + void print (bool = false) const; + + string getHeaderString (void) const; + + private: + static void alignAndExponentiate (Parfactor*, Parfactor*); + static void align ( + Parfactor*, const LogVars&, Parfactor*, const LogVars&); + + void insertDimension (unsigned); + + ProbFormulas formulas_; + Ranges ranges_; + Params params_; + unsigned distId_; + ConstraintTree* constr_; +}; + + +typedef vector Parfactors; + +#endif // HORUS_PARFACTOR_H + diff --git a/packages/CLPBN/clpbn/bp/ParfactorList.cpp b/packages/CLPBN/clpbn/bp/ParfactorList.cpp new file mode 100644 index 000000000..54ae62014 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/ParfactorList.cpp @@ -0,0 +1,308 @@ +#include + +#include "ParfactorList.h" + + +ParfactorList::ParfactorList (Parfactors& pfs) +{ + pfList_.insert (pfList_.end(), pfs.begin(), pfs.end()); +} + + + +void +ParfactorList::add (Parfactor* pf) +{ + pf->setNewGroups(); + pfList_.push_back (pf); +} + + + +void +ParfactorList::add (Parfactors& pfs) +{ + for (unsigned i = 0; i < pfs.size(); i++) { + pfs[i]->setNewGroups(); + pfList_.push_back (pfs[i]); + } +} + + + +void +ParfactorList::addShattered (Parfactor* pf) +{ + pfList_.push_back (pf); +} + + + +list::iterator +ParfactorList::remove (list::iterator it) +{ + return pfList_.erase (it); +} + + + +list::iterator +ParfactorList::deleteAndRemove (list::iterator it) +{ + delete *it; + return pfList_.erase (it); +} + + + +void +ParfactorList::shatter (void) +{ + list tempList; + Parfactors newPfs; + newPfs.insert (newPfs.end(), pfList_.begin(), pfList_.end()); + while (newPfs.empty() == false) { + tempList.insert (tempList.end(), newPfs.begin(), newPfs.end()); + newPfs.clear(); + list::iterator iter1 = tempList.begin(); + while (tempList.size() > 1 && iter1 != -- tempList.end()) { + list::iterator iter2 = iter1; + ++ iter2; + bool incIter1 = true; + while (iter2 != tempList.end()) { + assert (iter1 != iter2); + std::pair res = shatter ( + (*iter1)->formulas(), *iter1, (*iter2)->formulas(), *iter2); + bool incIter2 = true; + if (res.second.empty() == false) { + // cout << "second unshattered" << endl; + delete *iter2; + iter2 = tempList.erase (iter2); + incIter2 = false; + newPfs.insert ( + newPfs.begin(), res.second.begin(), res.second.end()); + } + if (res.first.empty() == false) { + // cout << "first unshattered" << endl; + delete *iter1; + iter1 = tempList.erase (iter1); + newPfs.insert ( + newPfs.begin(), res.first.begin(), res.first.end()); + incIter1 = false; + break; + } + if (incIter2) { + ++ iter2; + } + } + if (incIter1) { + ++ iter1; + } + } + // cout << "|||||||||||||||||||||||||||||||||||||||||||||||||" << endl; + // cout << "||||||||||||| SHATTERING ITERATION ||||||||||||||" << endl; + // cout << "|||||||||||||||||||||||||||||||||||||||||||||||||" << endl; + // printParfactors (newPfs); + // cout << "|||||||||||||||||||||||||||||||||||||||||||||||||" << endl; + } + pfList_.clear(); + pfList_.insert (pfList_.end(), tempList.begin(), tempList.end()); +} + + + +void +ParfactorList::print (void) const +{ + list::const_iterator it; + for (it = pfList_.begin(); it != pfList_.end(); ++it) { + (*it)->print(); + cout << endl; + } +} + + + +std::pair +ParfactorList::shatter ( + ProbFormulas& formulas1, + Parfactor* g1, + ProbFormulas& formulas2, + Parfactor* g2) +{ + assert (g1 != 0 && g2 != 0 && g1 != g2); + for (unsigned i = 0; i < formulas1.size(); i++) { + for (unsigned j = 0; j < formulas2.size(); j++) { + if (formulas1[i].sameSkeletonAs (formulas2[j])) { + std::pair res + = shatter (formulas1[i], g1, formulas2[j], g2); + if (res.first.empty() == false || + res.second.empty() == false) { + return res; + } + } + } + } + return make_pair (Parfactors(), Parfactors()); +} + + + +std::pair +ParfactorList::shatter ( + ProbFormula& f1, + Parfactor* g1, + ProbFormula& f2, + Parfactor* g2) +{ + // cout << endl; + // cout << "-------------------------------------------------" << endl; + // cout << "-> SHATTERING (#" << g1 << ", #" << g2 << ")" << endl; + // g1->print(); + // cout << "-> WITH" << endl; + // g2->print(); + // cout << "-> ON: " << f1.toString (g1->constr()) << endl; + // cout << "-> ON: " << f2.toString (g2->constr()) << endl; + // cout << "-------------------------------------------------" << endl; + + if (f1.isAtom()) { + unsigned group = (f1.group() < f2.group()) ? f1.group() : f2.group(); + f1.setGroup (group); + f2.setGroup (group); + return { }; + } + assert (g1->constr()->empty() == false); + assert (g2->constr()->empty() == false); + if (f1.group() == f2.group()) { + // assert (identical (f1, g1->constr(), f2, g2->constr())); + return { }; + } + + g1->constr()->moveToTop (f1.logVars()); + g2->constr()->moveToTop (f2.logVars()); + + std::pair split1 = + g1->constr()->split (g2->constr(), f1.arity()); + ConstraintTree* commCt1 = split1.first; + ConstraintTree* exclCt1 = split1.second; + + if (commCt1->empty()) { + // disjoint + delete commCt1; + delete exclCt1; + return { }; + } + + std::pair split2 = + g2->constr()->split (g1->constr(), f2.arity()); + ConstraintTree* commCt2 = split2.first; + ConstraintTree* exclCt2 = split2.second; + + assert (commCt1->tupleSet (f1.arity()) == + commCt2->tupleSet (f2.arity())); + + // stringstream ss1; ss1 << "" << count << "_A.dot" ; + // stringstream ss2; ss2 << "" << count << "_B.dot" ; + // stringstream ss3; ss3 << "" << count << "_A_comm.dot" ; + // stringstream ss4; ss4 << "" << count << "_A_excl.dot" ; + // stringstream ss5; ss5 << "" << count << "_B_comm.dot" ; + // stringstream ss6; ss6 << "" << count << "_B_excl.dot" ; + // ct1->exportToGraphViz (ss1.str().c_str(), true); + // ct2->exportToGraphViz (ss2.str().c_str(), true); + // commCt1->exportToGraphViz (ss3.str().c_str(), true); + // exclCt1->exportToGraphViz (ss4.str().c_str(), true); + // commCt2->exportToGraphViz (ss5.str().c_str(), true); + // exclCt2->exportToGraphViz (ss6.str().c_str(), true); + + if (exclCt1->empty() && exclCt2->empty()) { + unsigned group = (f1.group() < f2.group()) ? f1.group() : f2.group(); + // identical + f1.setGroup (group); + f2.setGroup (group); + // unifyGroups + delete commCt1; + delete exclCt1; + delete commCt2; + delete exclCt2; + return { }; + } + + unsigned group; + if (exclCt1->empty()) { + group = f1.group(); + } else if (exclCt2->empty()) { + group = f2.group(); + } else { + group = ProbFormula::getNewGroup(); + } + Parfactors res1 = shatter (g1, f1, commCt1, exclCt1, group); + Parfactors res2 = shatter (g2, f2, commCt2, exclCt2, group); + return make_pair (res1, res2); +} + + + +Parfactors +ParfactorList::shatter ( + Parfactor* g, + const ProbFormula& f, + ConstraintTree* commCt, + ConstraintTree* exclCt, + unsigned commGroup) +{ + Parfactors result; + if (f.isCounting()) { + LogVar X_new1 = g->constr()->logVarSet().back() + 1; + LogVar X_new2 = g->constr()->logVarSet().back() + 2; + ConstraintTrees cts = g->constr()->jointCountNormalize ( + commCt, exclCt, f.countedLogVar(), X_new1, X_new2); + for (unsigned i = 0; i < cts.size(); i++) { + Parfactor* newPf = new Parfactor (g, cts[i]); + if (cts[i]->nrLogVars() == g->constr()->nrLogVars() + 1) { + newPf->expandPotential (f.countedLogVar(), X_new1, X_new2); + assert (g->constr()->getConditionalCount (f.countedLogVar()) == + cts[i]->getConditionalCount (X_new1) + + cts[i]->getConditionalCount (X_new2)); + } else { + assert (g->constr()->getConditionalCount (f.countedLogVar()) == + cts[i]->getConditionalCount (f.countedLogVar())); + } + newPf->setNewGroups(); + result.push_back (newPf); + } + } else { + if (exclCt->empty()) { + delete commCt; + delete exclCt; + g->setFormulaGroup (f, commGroup); + } else { + Parfactor* newPf = new Parfactor (g, commCt); + newPf->setNewGroups(); + newPf->setFormulaGroup (f, commGroup); + result.push_back (newPf); + newPf = new Parfactor (g, exclCt); + newPf->setNewGroups(); + result.push_back (newPf); + } + } + return result; +} + + + +void +ParfactorList::unifyGroups (unsigned group1, unsigned group2) +{ + unsigned newGroup = ProbFormula::getNewGroup(); + for (ParfactorList::iterator it = pfList_.begin(); + it != pfList_.end(); it++) { + ProbFormulas& formulas = (*it)->formulas(); + for (unsigned i = 0; i < formulas.size(); i++) { + if (formulas[i].group() == group1 || + formulas[i].group() == group2) { + formulas[i].setGroup (newGroup); + } + } + } +} + diff --git a/packages/CLPBN/clpbn/bp/ParfactorList.h b/packages/CLPBN/clpbn/bp/ParfactorList.h new file mode 100644 index 000000000..1da26ae56 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/ParfactorList.h @@ -0,0 +1,70 @@ +#ifndef HORUS_PARFACTORLIST_H +#define HORUS_PARFACTORLIST_H + +#include + +#include "Parfactor.h" +#include "ProbFormula.h" + + +using namespace std; + + +class ParfactorList +{ + public: + ParfactorList (void) { } + ParfactorList (Parfactors&); + list& getParfactors (void) { return pfList_; } + const list& getParfactors (void) const { return pfList_; } + + void add (Parfactor* pf); + void add (Parfactors& pfs); + void addShattered (Parfactor* pf); + list::iterator remove (list::iterator); + list::iterator deleteAndRemove (list::iterator); + + void clear (void) { pfList_.clear(); } + unsigned size (void) const { return pfList_.size(); } + + + void shatter (void); + + typedef std::list::iterator iterator; + iterator begin (void) { return pfList_.begin(); } + iterator end (void) { return pfList_.end(); } + + typedef std::list::const_iterator const_iterator; + const_iterator begin (void) const { return pfList_.begin(); } + const_iterator end (void) const { return pfList_.end(); } + + void print (void) const; + + private: + + static std::pair shatter ( + ProbFormulas&, + Parfactor*, + ProbFormulas&, + Parfactor*); + + static std::pair shatter ( + ProbFormula&, + Parfactor*, + ProbFormula&, + Parfactor*); + + static Parfactors shatter ( + Parfactor*, + const ProbFormula&, + ConstraintTree*, + ConstraintTree*, + unsigned); + + void unifyGroups (unsigned group1, unsigned group2); + + list pfList_; +}; + +#endif // HORUS_PARFACTORLIST_H + diff --git a/packages/CLPBN/clpbn/bp/ProbFormula.cpp b/packages/CLPBN/clpbn/bp/ProbFormula.cpp new file mode 100644 index 000000000..39c92bb49 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/ProbFormula.cpp @@ -0,0 +1,115 @@ +#include "ProbFormula.h" + + +int ProbFormula::freeGroup_ = 0; + + + +bool +ProbFormula::sameSkeletonAs (const ProbFormula& f) const +{ + return functor_ == f.functor() && logVars_.size() == f.arity(); +} + + + +bool +ProbFormula::contains (LogVar lv) const +{ + return std::find (logVars_.begin(), logVars_.end(), lv) != + logVars_.end(); +} + + + +bool +ProbFormula::contains (LogVarSet s) const +{ + return LogVarSet (logVars_).contains (s); +} + + + +bool +ProbFormula::isAtom (void) const +{ + return logVars_.size() == 0; +} + + + +bool +ProbFormula::isCounting (void) const +{ + return countedLogVar_.valid(); +} + + + +LogVar +ProbFormula::countedLogVar (void) const +{ + assert (isCounting()); + return countedLogVar_; +} + + + +void +ProbFormula::setCountedLogVar (LogVar lv) +{ + countedLogVar_ = lv; +} + + + +void +ProbFormula::rename (LogVar oldName, LogVar newName) +{ + for (unsigned i = 0; i < logVars_.size(); i++) { + if (logVars_[i] == oldName) { + logVars_[i] = newName; + } + } + if (isCounting() && countedLogVar_ == oldName) { + countedLogVar_ = newName; + } +} + + + +bool +ProbFormula::operator== (const ProbFormula& f) const +{ + return functor_ == f.functor_ && logVars_ == f.logVars_ ; +} + + + +ostream& operator<< (ostream &os, const ProbFormula& f) +{ + os << f.functor_; + if (f.isAtom() == false) { + os << "(" ; + for (unsigned i = 0; i < f.logVars_.size(); i++) { + if (i != 0) os << ","; + if (f.isCounting() && f.logVars_[i] == f.countedLogVar_) { + os << "#" ; + } + os << f.logVars_[i]; + } + os << ")" ; + } + os << "::" << f.range_; + return os; +} + + + +unsigned +ProbFormula::getNewGroup (void) +{ + freeGroup_ ++; + return freeGroup_; +} + diff --git a/packages/CLPBN/clpbn/bp/ProbFormula.h b/packages/CLPBN/clpbn/bp/ProbFormula.h new file mode 100644 index 000000000..394fc2133 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/ProbFormula.h @@ -0,0 +1,71 @@ +#ifndef HORUS_PROBFORMULA_H +#define HORUS_PROBFORMULA_H + +#include + +#include "ConstraintTree.h" +#include "LiftedUtils.h" +#include "Horus.h" + + +class ProbFormula +{ + public: + ProbFormula (Symbol f, const LogVars& lvs, unsigned range) + : functor_(f), logVars_(lvs), range_(range), + countedLogVar_() { } + + ProbFormula (Symbol f, unsigned r) : functor_(f), range_(r) { } + + Symbol functor (void) const { return functor_; } + + unsigned arity (void) const { return logVars_.size(); } + + unsigned range (void) const { return range_; } + + LogVars& logVars (void) { return logVars_; } + + const LogVars& logVars (void) const { return logVars_; } + + LogVarSet logVarSet (void) const { return LogVarSet (logVars_); } + + unsigned group (void) const { return groupId_; } + + void setGroup (unsigned g) { groupId_ = g; } + + bool sameSkeletonAs (const ProbFormula&) const; + + bool contains (LogVar) const; + + bool contains (LogVarSet) const; + + bool isAtom (void) const; + + bool isCounting (void) const; + + LogVar countedLogVar (void) const; + + void setCountedLogVar (LogVar); + + void rename (LogVar, LogVar); + + bool operator== (const ProbFormula& f) const; + + friend ostream& operator<< (ostream &out, const ProbFormula& f); + + static unsigned getNewGroup (void); + + private: + Symbol functor_; + LogVars logVars_; + unsigned range_; + LogVar countedLogVar_; + unsigned groupId_; + static int freeGroup_; +}; + +typedef vector ProbFormulas; + + +#endif // HORUS_PROBFORMULA_H + diff --git a/packages/CLPBN/clpbn/bp/Shared.h b/packages/CLPBN/clpbn/bp/Shared.h deleted file mode 100644 index 1b87607a8..000000000 --- a/packages/CLPBN/clpbn/bp/Shared.h +++ /dev/null @@ -1,308 +0,0 @@ -#ifndef HORUS_SHARED_H -#define HORUS_SHARED_H - -#include -#include -#include - -#include -#include - -#include -#include - -#define DISALLOW_COPY_AND_ASSIGN(TypeName) \ - TypeName(const TypeName&); \ - void operator=(const TypeName&) - -using namespace std; - -class VarNode; -class BayesNet; -class BayesNode; -class Factor; -class FgVarNode; -class FgFacNode; -class SpLink; -class BpLink; - -typedef double Param; -typedef vector ParamSet; -typedef unsigned VarId; -typedef vector VarIdSet; -typedef vector VarNodes; -typedef vector BnNodeSet; -typedef vector FgVarSet; -typedef vector FgFacSet; -typedef vector FactorSet; -typedef vector States; -typedef vector Ranges; -typedef vector DConf; -typedef pair DConstraint; - - -// level of debug information -static const unsigned DL = 0; - -static const int NO_EVIDENCE = -1; - -// number of digits to show when printing a parameter -static const unsigned PRECISION = 5; - -static const bool COLLECT_STATISTICS = false; - -static const bool EXPORT_TO_GRAPHVIZ = false; -static const unsigned EXPORT_MINIMAL_SIZE = 100; - -static const double INF = -numeric_limits::infinity(); - - -namespace NumberSpace { - enum ns { - NORMAL, - LOGARITHM - }; -}; - - - -extern NumberSpace::ns NSPACE; - - -namespace InfAlgorithms { - enum InfAlgs - { - VE, // variable elimination - BN_BP, // bayesian network belief propagation - FG_BP, // factor graph belief propagation - CBP // counting bp solver - }; - extern InfAlgs infAlgorithm; -}; - - -namespace BpOptions -{ - enum Schedule { - SEQ_FIXED, - SEQ_RANDOM, - PARALLEL, - MAX_RESIDUAL - }; - extern Schedule schedule; - extern double accuracy; - extern unsigned maxIter; - extern bool useAlwaysLoopySolver; -} - - -namespace Util -{ - void toLog (ParamSet&); - void fromLog (ParamSet&); - void normalize (ParamSet&); - void logSum (Param&, Param); - void multiply (ParamSet&, const ParamSet&); - void multiply (ParamSet&, const ParamSet&, unsigned); - void add (ParamSet&, const ParamSet&); - void add (ParamSet&, const ParamSet&, unsigned); - void pow (ParamSet&, unsigned); - Param pow (Param, unsigned); - double getL1Distance (const ParamSet&, const ParamSet&); - double getMaxNorm (const ParamSet&, const ParamSet&); - unsigned getNumberOfDigits (int); - bool isInteger (const string&); - string parametersToString (const ParamSet&, unsigned = PRECISION); - BayesNet* generateBayesianNetworkTreeWithLevel (unsigned); - vector getDomainConfigurations (const VarNodes&); - vector getJointStateStrings (const VarNodes&); - double tl (Param v); - double fl (Param v); - double multIdenty(); - double addIdenty(); - double withEvidence(); - double noEvidence(); - double one(); - double zero(); -}; - - - -inline void -Util::logSum (Param& x, Param y) -{ - // x = log (exp (x) + exp (y)); return; - assert (isfinite (x) && finite (y)); - // If one value is much smaller than the other, keep the larger value. - if (x < (y - log (1e200))) { - x = y; - return; - } - if (y < (x - log (1e200))) { - return; - } - double diff = x - y; - assert (isfinite (diff) && finite (x) && finite (y)); - if (!isfinite (exp (diff))) { // difference is too large - x = x > y ? x : y; - } else { // otherwise return the sum. - x = y + log (static_cast(1.0) + exp (diff)); - } -} - - - -inline void -Util::multiply (ParamSet& v1, const ParamSet& v2) -{ - assert (v1.size() == v2.size()); - for (unsigned i = 0; i < v1.size(); i++) { - v1[i] *= v2[i]; - } -} - - - -inline void -Util::multiply (ParamSet& v1, const ParamSet& v2, unsigned repetitions) -{ - for (unsigned count = 0; count < v1.size(); ) { - for (unsigned i = 0; i < v2.size(); i++) { - for (unsigned r = 0; r < repetitions; r++) { - v1[count] *= v2[i]; - count ++; - } - } - } -} - - - -inline void -Util::add (ParamSet& v1, const ParamSet& v2) -{ - assert (v1.size() == v2.size()); - for (unsigned i = 0; i < v1.size(); i++) { - v1[i] += v2[i]; - } -} - - - -inline void -Util::add (ParamSet& v1, const ParamSet& v2, unsigned repetitions) -{ - for (unsigned count = 0; count < v1.size(); ) { - for (unsigned i = 0; i < v2.size(); i++) { - for (unsigned r = 0; r < repetitions; r++) { - v1[count] += v2[i]; - count ++; - } - } - } -} - - - -inline double -Util::tl (Param v) -{ - return NSPACE == NumberSpace::NORMAL ? v : log(v); -} - -inline double -Util::fl (Param v) -{ - return NSPACE == NumberSpace::NORMAL ? v : exp(v); -} - -inline double -Util::multIdenty() { - return NSPACE == NumberSpace::NORMAL ? 1.0 : 0.0; -} - -inline double -Util::addIdenty() -{ - return NSPACE == NumberSpace::NORMAL ? 0.0 : INF; -} - -inline double -Util::withEvidence() -{ - return NSPACE == NumberSpace::NORMAL ? 1.0 : 0.0; -} - -inline double -Util::noEvidence() { - return NSPACE == NumberSpace::NORMAL ? 0.0 : INF; -} - -inline double -Util::one() -{ - return NSPACE == NumberSpace::NORMAL ? 1.0 : 0.0; -} - -inline double -Util::zero() { - return NSPACE == NumberSpace::NORMAL ? 0.0 : INF; -} - - -struct NetInfo -{ - NetInfo (unsigned size, bool loopy, unsigned nIters, double time) - { - this->size = size; - this->loopy = loopy; - this->nIters = nIters; - this->time = time; - } - unsigned size; - bool loopy; - unsigned nIters; - double time; -}; - - -struct CompressInfo -{ - CompressInfo (unsigned a, unsigned b, unsigned c, unsigned d, unsigned e) - { - nGroundVars = a; - nGroundFactors = b; - nClusterVars = c; - nClusterFactors = d; - nWithoutNeighs = e; - } - unsigned nGroundVars; - unsigned nGroundFactors; - unsigned nClusterVars; - unsigned nClusterFactors; - unsigned nWithoutNeighs; -}; - - -class Statistics -{ - public: - static unsigned getSolvedNetworksCounting (void); - static void incrementPrimaryNetworksCounting (void); - static unsigned getPrimaryNetworksCounting (void); - static void updateStatistics (unsigned, bool, unsigned, double); - static void printStatistics (void); - static void writeStatisticsToFile (const char*); - static void updateCompressingStatistics ( - unsigned, unsigned, unsigned, unsigned, unsigned); - - private: - static string getStatisticString (void); - - static vector netInfo_; - static vector compressInfo_; - static unsigned primaryNetCount_; -}; - -#endif // HORUS_SHARED_H - diff --git a/packages/CLPBN/clpbn/bp/Solver.cpp b/packages/CLPBN/clpbn/bp/Solver.cpp index f84f98d7b..d3c722786 100644 --- a/packages/CLPBN/clpbn/bp/Solver.cpp +++ b/packages/CLPBN/clpbn/bp/Solver.cpp @@ -1,4 +1,5 @@ #include "Solver.h" +#include "Util.h" void @@ -7,7 +8,6 @@ Solver::printAllPosterioris (void) const VarNodes& vars = gm_->getVariableNodes(); for (unsigned i = 0; i < vars.size(); i++) { printPosterioriOf (vars[i]->varId()); - cout << endl; } } @@ -17,7 +17,7 @@ void Solver::printPosterioriOf (VarId vid) { VarNode* var = gm_->getVariableNode (vid); - const ParamSet& posterioriDist = getPosterioriOf (vid); + const Params& posterioriDist = getPosterioriOf (vid); const States& states = var->states(); for (unsigned i = 0; i < states.size(); i++) { cout << "P(" << var->label() << "=" << states[i] << ") = " ; @@ -30,10 +30,10 @@ Solver::printPosterioriOf (VarId vid) void -Solver::printJointDistributionOf (const VarIdSet& vids) +Solver::printJointDistributionOf (const VarIds& vids) { VarNodes vars; - VarIdSet vidsWithoutEvidence; + VarIds vidsWithoutEvidence; for (unsigned i = 0; i < vids.size(); i++) { VarNode* var = gm_->getVariableNode (vids[i]); if (var->hasEvidence() == false) { @@ -41,7 +41,7 @@ Solver::printJointDistributionOf (const VarIdSet& vids) vidsWithoutEvidence.push_back (vids[i]); } } - const ParamSet& jointDist = getJointDistributionOf (vidsWithoutEvidence); + const Params& jointDist = getJointDistributionOf (vidsWithoutEvidence); vector jointStrings = Util::getJointStateStrings (vars); for (unsigned i = 0; i < jointDist.size(); i++) { cout << "P(" << jointStrings[i] << ") = " ; diff --git a/packages/CLPBN/clpbn/bp/Solver.h b/packages/CLPBN/clpbn/bp/Solver.h index a8ce5dc3b..f48e52627 100644 --- a/packages/CLPBN/clpbn/bp/Solver.h +++ b/packages/CLPBN/clpbn/bp/Solver.h @@ -17,12 +17,12 @@ class Solver } virtual ~Solver() {} // to ensure that subclass destructor is called virtual void runSolver (void) = 0; - virtual ParamSet getPosterioriOf (VarId) = 0; - virtual ParamSet getJointDistributionOf (const VarIdSet&) = 0; + virtual Params getPosterioriOf (VarId) = 0; + virtual Params getJointDistributionOf (const VarIds&) = 0; void printAllPosterioris (void); void printPosterioriOf (VarId vid); - void printJointDistributionOf (const VarIdSet& vids); + void printJointDistributionOf (const VarIds& vids); private: const GraphicalModel* gm_; diff --git a/packages/CLPBN/clpbn/bp/StatesIndexer.h b/packages/CLPBN/clpbn/bp/StatesIndexer.h deleted file mode 100644 index 37afaabf7..000000000 --- a/packages/CLPBN/clpbn/bp/StatesIndexer.h +++ /dev/null @@ -1,246 +0,0 @@ -#ifndef HORUS_STATESINDEXER_H -#define HORUS_STATESINDEXER_H - -#include - -class StatesIndexer { - public: - - StatesIndexer (const Ranges& ranges) - { - maxIndex_ = 1; - states_.resize (ranges.size(), 0); - ranges_ = ranges; - for (unsigned i = 0; i < ranges.size(); i++) { - maxIndex_ *= ranges[i]; - } - linearIndex_ = 0; - } - - - StatesIndexer (const VarNodes& vars) - { - maxIndex_ = 1; - states_.resize (vars.size(), 0); - ranges_.reserve (vars.size()); - for (unsigned i = 0; i < vars.size(); i++) { - ranges_.push_back (vars[i]->nrStates()); - maxIndex_ *= vars[i]->nrStates(); - } - linearIndex_ = 0; - } - - StatesIndexer& operator++ (void) { - for (int i = ranges_.size() - 1; i >= 0; i--) { - states_[i] ++; - if (states_[i] == (int)ranges_[i]) { - states_[i] = 0; - } else { - break; - } - } - linearIndex_ ++; - return *this; - } - - StatesIndexer& operator-- (void) { - for (int i = ranges_.size() - 1; i >= 0; i--) { - states_[i] --; - if (states_[i] == -1) { - states_[i] = ranges_[i] - 1; - } else { - break; - } - } - linearIndex_ --; - return *this; - } - - void incrementState (unsigned whichVar) - { - for (int i = whichVar; i >= 0; i--) { - states_[i] ++; - if (states_[i] == (int)ranges_[i] && i != 0) { - if (i == 0) { - linearIndex_ = maxIndex_; - } else { - states_[i] = 0; - } - } else { - linearIndex_ = getLinearIndexFromStates(); - return; - } - } - } - - void decrementState (unsigned whichVar) - { - for (int i = whichVar; i >= 0; i--) { - states_[i] --; - if (states_[i] == -1) { - if (i == 0) { - linearIndex_ = -1; - } else { - states_[i] = ranges_[i] - 1; - } - } else { - linearIndex_ = getLinearIndexFromStates(); - return; - } - } - } - - void nextSameState (unsigned whichVar) - { - for (int i = ranges_.size() - 1; i >= 0; i--) { - if (i != (int)whichVar) { - states_[i] ++; - if (states_[i] == (int)ranges_[i]) { - if (i == 0 || (i-1 == (int)whichVar && whichVar == 0)) { - linearIndex_ = maxIndex_; - } else { - states_[i] = 0; - } - } else { - linearIndex_ = getLinearIndexFromStates(); - return; - } - } - } - } - - void previousSameState (unsigned whichVar) - { - for (int i = ranges_.size() - 1; i >= 0; i--) { - if (i != (int)whichVar) { - states_[i] --; - if (states_[i] == - 1) { - if (i == 0 || (i-1 == (int)whichVar && whichVar == 0)) { - linearIndex_ = -1; - } else { - states_[i] = ranges_[i] - 1; - } - } else { - linearIndex_ = getLinearIndexFromStates(); - return; - } - } - } - } - - void moveToBegin (void) - { - std::fill (states_.begin(), states_.end(), 0); - linearIndex_ = 0; - } - - void moveToEnd (void) - { - for (unsigned i = 0; i < states_.size(); i++) { - states_[i] = ranges_[i] - 1; - } - linearIndex_ = maxIndex_ - 1; - } - - bool valid (void) const - { - return linearIndex_ >= 0 && linearIndex_ < (int)maxIndex_; - } - - unsigned getLinearIndex (void) const - { - return linearIndex_; - } - - const vector& getStates (void) const - { - return states_; - } - - unsigned operator[] (unsigned whichVar) const - { - assert (valid()); - assert (whichVar < states_.size()); - return states_[whichVar]; - } - - string toString (void) const - { - stringstream ss; - ss << "linear index=" << setw (3) << linearIndex_ << " " ; - ss << "states= [" << states_[0] ; - for (unsigned i = 1; i < states_.size(); i++) { - ss << ", " << states_[i]; - } - ss << "]" ; - return ss.str(); - } - - private: - unsigned getLinearIndexFromStates (void) - { - unsigned prod = 1; - unsigned linearIndex = 0; - for (int i = states_.size() - 1; i >= 0; i--) { - linearIndex += states_[i] * prod; - prod *= ranges_[i]; - } - return linearIndex; - } - - int linearIndex_; - int maxIndex_; - vector states_; - vector ranges_; -}; - - -/* - FgVarNode* v1 = new FgVarNode (0, 4); - FgVarNode* v2 = new FgVarNode (1, 3); - FgVarNode* v3 = new FgVarNode (2, 2); - FgVarSet vars = {v1,v2,v3}; - ParamSet params = { - 0.2, 0.44, 0.1, 0.88, 0.22,0.62,0.32, 0.42, 0.11, 0.88, 0.8,0.5, - 0.22, 0.4, 0.11, 0.8, 0.224,0.6,0.21, 0.44, 0.14, 0.68, 0.41,0.6 - }; - Factor f (vars,params); - StatesIndexer idx (vars); - while (idx.valid()) - { - cout << idx.toString() << " p=" << params[idx.getLinearIndex()] << endl; - idx.incrementVariableState (0); - idx.nextSameState (1); - ++idx; - } - cout << endl; - idx.moveToEnd(); - while (idx.valid()) - { - cout << idx.toString() << " p=" << params[idx.getLinearIndex()] << endl; - idx.decrementVariableState (0); - idx.previousSameState (1); - --idx; - } -*/ - - -/* - FgVarNode* x0 = new FgVarNode (0, 2); - FgVarNode* x1 = new FgVarNode (1, 2); - FgVarNode* x2 = new FgVarNode (2, 2); - FgVarNode* x3 = new FgVarNode (2, 2); - FgVarNode* x4 = new FgVarNode (2, 2); - FgVarSet vars_ = {x0,x1,x2,x3,x4}; - ParamSet params_ = { - 0.2, 0.44, 0.1, 0.88, 0.11, 0.88, 0.8, 0.5, - 0.2, 0.44, 0.1, 0.88, 0.11, 0.88, 0.8, 0.5, - 0.2, 0.44, 0.1, 0.88, 0.11, 0.88, 0.8, 0.5, - 0.2, 0.44, 0.1, 0.88, 0.11, 0.88, 0.8, 0.5 - }; - Factor ff (vars_,params_); - ff.printFactor(); -*/ - -#endif // HORUS_STATESINDEXER_H - diff --git a/packages/CLPBN/clpbn/bp/TinySet.h b/packages/CLPBN/clpbn/bp/TinySet.h new file mode 100644 index 000000000..e43075d5c --- /dev/null +++ b/packages/CLPBN/clpbn/bp/TinySet.h @@ -0,0 +1,200 @@ +#ifndef HORUS_TINYSET_H +#define HORUS_TINYSET_H + +#include +#include + +using namespace std; + + +template +class TinySet +{ + public: + TinySet (void) {} + + TinySet (const T& t) + { + elements_.push_back (t); + } + + TinySet (const vector& elements) + { + elements_.reserve (elements.size()); + for (unsigned i = 0; i < elements.size(); i++) { + insert (elements[i]); + } + } + + TinySet (const TinySet& s) : elements_(s.elements_) { } + + void insert (const T& t) + { + typename vector::iterator it = + std::lower_bound (elements_.begin(), elements_.end(), t); + if (it == elements_.end() || *it != t) { + elements_.insert (it, t); + } + } + + void remove (const T& t) + { + typename vector::iterator it = + std::lower_bound (elements_.begin(), elements_.end(), t); + if (it != elements_.end()) { + elements_.erase (it); + } + } + + /* set union */ + TinySet operator| (const TinySet& s) const + { + TinySet res; + std::set_union ( + elements_.begin(), + elements_.end(), + s.elements_.begin(), + s.elements_.end(), + std::back_inserter (res.elements_)); + return res; + } + + /* set intersection */ + TinySet operator& (const TinySet& s) const + { + TinySet res; + std::set_intersection ( + elements_.begin(), + elements_.end(), + s.elements_.begin(), + s.elements_.end(), + std::back_inserter (res.elements_)); + return res; + } + + /* set difference */ + TinySet operator- (const TinySet& s) const + { + TinySet res; + std::set_difference ( + elements_.begin(), + elements_.end(), + s.elements_.begin(), + s.elements_.end(), + std::back_inserter (res.elements_)); + return res; + } + + TinySet& operator|= (const TinySet& s) + { + return *this = (*this | s); + } + + TinySet& operator&= (const TinySet& s) + { + return *this = (*this & s); + } + + TinySet& operator-= (const TinySet& s) + { + return *this = (*this - s); + } + + bool contains (const T& t) const + { + return std::binary_search ( + elements_.begin(), elements_.end(), t); + } + + bool contains (const TinySet& s) const + { + return std::includes ( + elements_.begin(), + elements_.end(), + s.elements_.begin(), + s.elements_.end()); + } + + bool in (const TinySet& s) const + { + return std::includes ( + s.elements_.begin(), + s.elements_.end(), + elements_.begin(), + elements_.end()); + } + + bool intersects (const TinySet& s) const + { + return (*this & s).size() > 0; + } + + T operator[] (unsigned i) const + { + return elements_[i]; + } + + const vector& elements (void) const + { + return elements_; + } + + T front (void) const + { + return elements_.front(); + } + + T back (void) const + { + return elements_.back(); + } + + unsigned size (void) const + { + return elements_.size(); + } + + bool empty (void) const + { + return elements_.size() == 0; + } + + typedef typename std::vector::const_iterator const_iterator; + + const_iterator begin (void) const + { + return elements_.begin(); + } + + const_iterator end (void) const + { + return elements_.end(); + } + + friend bool operator== (const TinySet& s1, const TinySet& s2) + { + return s1.elements_ == s2.elements_; + } + + friend bool operator!= (const TinySet& s1, const TinySet& s2) + { + return s1.elements_ != s2.elements_; + } + + friend std::ostream& operator << (std::ostream& out, const TinySet& s) + { + out << "{" ; + for (unsigned i = 0; i < s.size(); i++) { + out << ((i != 0) ? "," : "") << s.elements()[i]; + } + out << "}" ; + return out; + } + + protected: + vector elements_; +}; + + +#endif // HORUS_TINYSET_H + diff --git a/packages/CLPBN/clpbn/bp/Util.cpp b/packages/CLPBN/clpbn/bp/Util.cpp index 3994e29ae..2b80548e1 100644 --- a/packages/CLPBN/clpbn/bp/Util.cpp +++ b/packages/CLPBN/clpbn/bp/Util.cpp @@ -1,14 +1,19 @@ #include -#include "BayesNet.h" -#include "VarNode.h" -#include "Shared.h" -#include "StatesIndexer.h" +#include "Util.h" +#include "Indexer.h" +#include "GraphicalModel.h" + + +namespace Globals { + bool logDomain = false; +}; + namespace InfAlgorithms { -InfAlgs infAlgorithm = InfAlgorithms::VE; +//InfAlgs infAlgorithm = InfAlgorithms::VE; //InfAlgs infAlgorithm = InfAlgorithms::BN_BP; -//InfAlgs infAlgorithm = InfAlgorithms::FG_BP; +InfAlgs infAlgorithm = InfAlgorithms::FG_BP; //InfAlgs infAlgorithm = InfAlgorithms::CBP; } @@ -20,12 +25,11 @@ Schedule schedule = BpOptions::Schedule::SEQ_FIXED; //Schedule schedule = BpOptions::Schedule::MAX_RESIDUAL; double accuracy = 0.0001; unsigned maxIter = 1000; -bool useAlwaysLoopySolver = true; } -NumberSpace::ns NSPACE = NumberSpace::NORMAL; unordered_map GraphicalModel::varsInfo_; +unordered_map GraphicalModel::distsInfo_; vector Statistics::netInfo_; vector Statistics::compressInfo_; @@ -35,7 +39,7 @@ unsigned Statistics::primaryNetCount_; namespace Util { void -toLog (ParamSet& v) +toLog (Params& v) { for (unsigned i = 0; i < v.size(); i++) { v[i] = log (v[i]); @@ -45,7 +49,7 @@ toLog (ParamSet& v) void -fromLog (ParamSet& v) +fromLog (Params& v) { for (unsigned i = 0; i < v.size(); i++) { v[i] = exp (v[i]); @@ -55,92 +59,113 @@ fromLog (ParamSet& v) void -normalize (ParamSet& v) +normalize (Params& v) { double sum; - switch (NSPACE) { - case NumberSpace::NORMAL: - sum = 0.0; - for (unsigned i = 0; i < v.size(); i++) { - sum += v[i]; - } - assert (sum != 0.0); - for (unsigned i = 0; i < v.size(); i++) { - v[i] /= sum; - } - break; - case NumberSpace::LOGARITHM: - sum = addIdenty(); - for (unsigned i = 0; i < v.size(); i++) { - logSum (sum, v[i]); - } - assert (sum != -numeric_limits::infinity()); - for (unsigned i = 0; i < v.size(); i++) { - v[i] -= sum; - } + if (Globals::logDomain) { + sum = addIdenty(); + for (unsigned i = 0; i < v.size(); i++) { + logSum (sum, v[i]); + } + assert (sum != -numeric_limits::infinity()); + for (unsigned i = 0; i < v.size(); i++) { + v[i] -= sum; + } + } else { + sum = 0.0; + for (unsigned i = 0; i < v.size(); i++) { + sum += v[i]; + } + assert (sum != 0.0); + for (unsigned i = 0; i < v.size(); i++) { + v[i] /= sum; + } } } void -pow (ParamSet& v, unsigned expoent) +pow (Params& v, double expoent) { - if (expoent == 1) { - return; // optimization - } - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < v.size(); i++) { - double value = 1.0; - for (unsigned j = 0; j < expoent; j++) { - value *= v[i]; - } - v[i] = value; - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < v.size(); i++) { - v[i] *= expoent; - } + if (Globals::logDomain) { + for (unsigned i = 0; i < v.size(); i++) { + v[i] *= expoent; + } + } else { + for (unsigned i = 0; i < v.size(); i++) { + v[i] = std::pow (v[i], expoent); + } } } -Param -pow (Param p, unsigned expoent) +void +pow (Params& v, unsigned expoent) { - double value = 1.0; - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < expoent; i++) { - value *= p; - } - break; - case NumberSpace::LOGARITHM: - value = p * expoent; + if (expoent == 1) { + return; + } + if (Globals::logDomain) { + for (unsigned i = 0; i < v.size(); i++) { + v[i] *= expoent; + } + } else { + for (unsigned i = 0; i < v.size(); i++) { + v[i] = std::pow (v[i], expoent); + } } - return value; } double -getL1Distance (const ParamSet& v1, const ParamSet& v2) +pow (double p, unsigned expoent) +{ + return Globals::logDomain ? p * expoent : std::pow (p, expoent); +} + + + +double +factorial (double num) +{ + double result = 1.0; + for (int i = 1; i <= num; i++) { + result *= i; + } + return result; +} + + + +unsigned +nrCombinations (unsigned n, unsigned r) +{ + assert (n >= r); + unsigned prod = 1; + for (int i = (int)n; i > (int)(n - r); i--) { + prod *= i; + } + return (prod / factorial (r)); +} + + + +double +getL1Distance (const Params& v1, const Params& v2) { assert (v1.size() == v2.size()); double dist = 0.0; - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < v1.size(); i++) { - dist += abs (v1[i] - v2[i]); - } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < v1.size(); i++) { - dist += abs (exp(v1[i]) - exp(v2[i])); - } + if (Globals::logDomain) { + for (unsigned i = 0; i < v1.size(); i++) { + dist += abs (exp(v1[i]) - exp(v2[i])); + } + } else { + for (unsigned i = 0; i < v1.size(); i++) { + dist += abs (v1[i] - v2[i]); + } } return dist; } @@ -148,26 +173,24 @@ getL1Distance (const ParamSet& v1, const ParamSet& v2) double -getMaxNorm (const ParamSet& v1, const ParamSet& v2) +getMaxNorm (const Params& v1, const Params& v2) { assert (v1.size() == v2.size()); double max = 0.0; - switch (NSPACE) { - case NumberSpace::NORMAL: - for (unsigned i = 0; i < v1.size(); i++) { - double diff = abs (v1[i] - v2[i]); - if (diff > max) { - max = diff; - } + if (Globals::logDomain) { + for (unsigned i = 0; i < v1.size(); i++) { + double diff = abs (exp(v1[i]) - exp(v2[i])); + if (diff > max) { + max = diff; } - break; - case NumberSpace::LOGARITHM: - for (unsigned i = 0; i < v1.size(); i++) { - double diff = abs (exp(v1[i]) - exp(v2[i])); - if (diff > max) { - max = diff; - } + } + } else { + for (unsigned i = 0; i < v1.size(); i++) { + double diff = abs (v1[i] - v2[i]); + if (diff > max) { + max = diff; } + } } return max; } @@ -200,16 +223,14 @@ isInteger (const string& s) string -parametersToString (const ParamSet& v, unsigned precision) +parametersToString (const Params& v, unsigned precision) { stringstream ss; ss.precision (precision); ss << "[" ; - for (unsigned i = 0; i < v.size() - 1; i++) { - ss << v[i] << ", " ; - } - if (v.size() != 0) { - ss << v[v.size() - 1]; + for (unsigned i = 0; i < v.size(); i++) { + if (i != 0) ss << ", " ; + ss << v[i]; } ss << "]" ; return ss.str(); @@ -217,69 +238,6 @@ parametersToString (const ParamSet& v, unsigned precision) -BayesNet* -generateBayesianNetworkTreeWithLevel (unsigned level) -{ - BayesNet* bn = new BayesNet(); - Distribution* dist = new Distribution (ParamSet() = {0.1, 0.5, 0.2, 0.7}); - BayesNode* root = bn->addNode (0, 2, -1, BnNodeSet() = {}, - new Distribution (ParamSet() = {0.1, 0.5})); - BnNodeSet prevLevel = { root }; - BnNodeSet currLevel; - VarId vidCount = 1; - for (unsigned l = 1; l < level; l++) { - currLevel.clear(); - for (unsigned i = 0; i < prevLevel.size(); i++) { - currLevel.push_back ( - bn->addNode (vidCount, 2, -1, BnNodeSet() = {prevLevel[i]}, dist)); - vidCount ++; - currLevel.push_back ( - bn->addNode (vidCount, 2, -1, BnNodeSet() = {prevLevel[i]}, dist)); - vidCount ++; - } - prevLevel = currLevel; - } - for (unsigned i = 0; i < prevLevel.size(); i++) { - prevLevel[i]->setEvidence (0); - } - bn->setIndexes(); - return bn; -} - - - -vector -getDomainConfigurations (const VarNodes& vars) -{ - // TODO this method must die - unsigned nConfs = 1; - for (unsigned i = 0; i < vars.size(); i++) { - nConfs *= vars[i]->nrStates(); - } - - vector confs (nConfs); - for (unsigned i = 0; i < nConfs; i++) { - confs[i].resize (vars.size()); - } - - unsigned nReps = 1; - for (int i = vars.size() - 1; i >= 0; i--) { - unsigned index = 0; - while (index < nConfs) { - for (unsigned j = 0; j < vars[i]->nrStates(); j++) { - for (unsigned r = 0; r < nReps; r++) { - confs[index][i] = j; - index++; - } - } - } - nReps *= vars[i]->nrStates(); - } - return confs; -} - - - vector getJointStateStrings (const VarNodes& vars) { @@ -298,6 +256,7 @@ getJointStateStrings (const VarNodes& vars) } + } @@ -390,11 +349,6 @@ Statistics::getStatisticString (void) } ss1 << "max iterations: " << BpOptions::maxIter << endl; ss1 << "accuracy " << BpOptions::accuracy << endl; - if (BpOptions::useAlwaysLoopySolver) { - ss1 << "always loopy solver: yes" << endl; - } else { - ss1 << "always loopy solver: no" << endl; - } ss1 << endl << endl; ss2 << "---------------------------------------------------" << endl; diff --git a/packages/CLPBN/clpbn/bp/Util.h b/packages/CLPBN/clpbn/bp/Util.h new file mode 100644 index 000000000..8f94af093 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/Util.h @@ -0,0 +1,244 @@ +#ifndef HORUS_UTIL_H +#define HORUS_UTIL_H + +#include + +#include "Horus.h" + +using namespace std; + +namespace Util { + +void toLog (Params&); +void fromLog (Params&); +void normalize (Params&); +void logSum (double&, double); +void multiply (Params&, const Params&); +void multiply (Params&, const Params&, unsigned); +void add (Params&, const Params&); +void add (Params&, const Params&, unsigned); +void pow (Params&, double); +void pow (Params&, unsigned); +double pow (double, unsigned); +double factorial (double); +unsigned nrCombinations (unsigned, unsigned); +double getL1Distance (const Params&, const Params&); +double getMaxNorm (const Params&, const Params&); +unsigned getNumberOfDigits (int); +bool isInteger (const string&); +string parametersToString (const Params&, unsigned = PRECISION); +vector getJointStateStrings (const VarNodes&); +double tl (double); +double fl (double); +double multIdenty(); +double addIdenty(); +double withEvidence(); +double noEvidence(); +double one(); +double zero(); + + +template +std::string toString (const T& t) +{ + std::stringstream ss; + ss << t; + return ss.str(); +} + +}; + + + +template +std::ostream& operator << (std::ostream& os, const vector& v) +{ + os << "[" ; + for (unsigned i = 0; i < v.size(); i++) { + os << ((i != 0) ? ", " : "") << v[i]; + } + os << "]" ; + return os; +} + + + + +inline void +Util::logSum (double& x, double y) +{ + x = log (exp (x) + exp (y)); return; + assert (isfinite (x) && isfinite (y)); + // If one value is much smaller than the other, keep the larger value. + if (x < (y - log (1e200))) { + x = y; + return; + } + if (y < (x - log (1e200))) { + return; + } + double diff = x - y; + assert (isfinite (diff) && isfinite (x) && isfinite (y)); + if (!isfinite (exp (diff))) { // difference is too large + x = x > y ? x : y; + } else { // otherwise return the sum. + x = y + log (static_cast(1.0) + exp (diff)); + } +} + + + +inline void +Util::multiply (Params& v1, const Params& v2) +{ + assert (v1.size() == v2.size()); + for (unsigned i = 0; i < v1.size(); i++) { + v1[i] *= v2[i]; + } +} + + + +inline void +Util::multiply (Params& v1, const Params& v2, unsigned repetitions) +{ + for (unsigned count = 0; count < v1.size(); ) { + for (unsigned i = 0; i < v2.size(); i++) { + for (unsigned r = 0; r < repetitions; r++) { + v1[count] *= v2[i]; + count ++; + } + } + } +} + + + +inline void +Util::add (Params& v1, const Params& v2) +{ + assert (v1.size() == v2.size()); + for (unsigned i = 0; i < v1.size(); i++) { + v1[i] += v2[i]; + } +} + + + +inline void +Util::add (Params& v1, const Params& v2, unsigned repetitions) +{ + for (unsigned count = 0; count < v1.size(); ) { + for (unsigned i = 0; i < v2.size(); i++) { + for (unsigned r = 0; r < repetitions; r++) { + v1[count] += v2[i]; + count ++; + } + } + } +} + + + +inline double +Util::tl (double v) +{ + return Globals::logDomain ? log(v) : v; +} + +inline double +Util::fl (double v) +{ + return Globals::logDomain ? exp(v) : v; +} + +inline double +Util::multIdenty() { + return Globals::logDomain ? 0.0 : 1.0; +} + +inline double +Util::addIdenty() +{ + return Globals::logDomain ? INF : 0.0; +} + +inline double +Util::withEvidence() +{ + return Globals::logDomain ? 0.0 : 1.0; +} + +inline double +Util::noEvidence() { + return Globals::logDomain ? INF : 0.0; +} + +inline double +Util::one() +{ + return Globals::logDomain ? 0.0 : 1.0; +} + +inline double +Util::zero() { + return Globals::logDomain ? INF : 0.0 ; +} + + +struct NetInfo +{ + NetInfo (unsigned size, bool loopy, unsigned nIters, double time) + { + this->size = size; + this->loopy = loopy; + this->nIters = nIters; + this->time = time; + } + unsigned size; + bool loopy; + unsigned nIters; + double time; +}; + + +struct CompressInfo +{ + CompressInfo (unsigned a, unsigned b, unsigned c, unsigned d, unsigned e) + { + nGroundVars = a; + nGroundFactors = b; + nClusterVars = c; + nClusterFactors = d; + nWithoutNeighs = e; + } + unsigned nGroundVars; + unsigned nGroundFactors; + unsigned nClusterVars; + unsigned nClusterFactors; + unsigned nWithoutNeighs; +}; + + +class Statistics +{ + public: + static unsigned getSolvedNetworksCounting (void); + static void incrementPrimaryNetworksCounting (void); + static unsigned getPrimaryNetworksCounting (void); + static void updateStatistics (unsigned, bool, unsigned, double); + static void printStatistics (void); + static void writeStatisticsToFile (const char*); + static void updateCompressingStatistics ( + unsigned, unsigned, unsigned, unsigned, unsigned); + + private: + static string getStatisticString (void); + + static vector netInfo_; + static vector compressInfo_; + static unsigned primaryNetCount_; +}; + +#endif // HORUS_UTIL_H + diff --git a/packages/CLPBN/clpbn/bp/VarElimSolver.cpp b/packages/CLPBN/clpbn/bp/VarElimSolver.cpp index 09e1227e3..58df3c148 100644 --- a/packages/CLPBN/clpbn/bp/VarElimSolver.cpp +++ b/packages/CLPBN/clpbn/bp/VarElimSolver.cpp @@ -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& 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& 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; } } diff --git a/packages/CLPBN/clpbn/bp/VarElimSolver.h b/packages/CLPBN/clpbn/bp/VarElimSolver.h index 5cf6d0660..e0087e7bf 100644 --- a/packages/CLPBN/clpbn/bp/VarElimSolver.h +++ b/packages/CLPBN/clpbn/bp/VarElimSolver.h @@ -6,7 +6,7 @@ #include "Solver.h" #include "FactorGraph.h" #include "BayesNet.h" -#include "Shared.h" +#include "Horus.h" using namespace std; @@ -18,22 +18,22 @@ class VarElimSolver : public Solver VarElimSolver (const BayesNet&); VarElimSolver (const FactorGraph&); ~VarElimSolver (void); - void runSolver (void) { } - ParamSet getPosterioriOf (VarId); - ParamSet getJointDistributionOf (const VarIdSet&); + void runSolver (void) { } + Params getPosterioriOf (VarId); + Params getJointDistributionOf (const VarIds&); private: void createFactorList (void); void introduceEvidence (void); - void chooseEliminationOrder (const VarIdSet&); - void processFactorList (const VarIdSet&); + void chooseEliminationOrder (const VarIds&); + void processFactorList (const VarIds&); void eliminate (VarId); void printActiveFactors (void); - const BayesNet* bayesNet_; - const FactorGraph* factorGraph_; - vector factorList_; - VarIdSet elimOrder_; + const BayesNet* bayesNet_; + const FactorGraph* factorGraph_; + vector factorList_; + VarIds elimOrder_; unordered_map> varFactors_; }; diff --git a/packages/CLPBN/clpbn/bp/VarNode.h b/packages/CLPBN/clpbn/bp/VarNode.h index ac7253324..fb2d958a2 100644 --- a/packages/CLPBN/clpbn/bp/VarNode.h +++ b/packages/CLPBN/clpbn/bp/VarNode.h @@ -1,7 +1,7 @@ #ifndef HORUS_VARNODE_H #define HORUS_VARNODE_H -#include "Shared.h" +#include "Horus.h" using namespace std; @@ -30,12 +30,14 @@ class VarNode bool operator== (const VarNode& var) const { + cout << "equal operator called" << endl; assert (!(varId_ == var.varId() && nrStates_ != var.nrStates())); return varId_ == var.varId(); } bool operator!= (const VarNode& var) const { + cout << "diff operator called" << endl; assert (!(varId_ == var.varId() && nrStates_ != var.nrStates())); return varId_ != var.varId(); } diff --git a/packages/CLPBN/clpbn/bp/examples/1parentNchilds.yap b/packages/CLPBN/clpbn/bp/examples/1parentNchilds.yap deleted file mode 100755 index af3b5ce11..000000000 --- a/packages/CLPBN/clpbn/bp/examples/1parentNchilds.yap +++ /dev/null @@ -1,34 +0,0 @@ - -:- use_module(library(clpbn)). - -:- set_clpbn_flag(solver, bp). - -% -% R -% / | \ -% / | \ -% A B C -% - - -r(R) :- - { R = r with p([t, f], [0.35, 0.65]) }. - -a(A) :- - r(R), - child_dist(R,Dist), - { A = a with Dist }. - -b(B) :- - r(R), - child_dist(R,Dist), - { B = b with Dist }. - -c(C) :- - r(R), - child_dist(R,Dist), - { C = c with Dist }. - - -child_dist(R, p([t, f], [0.3, 0.4, 0.25, 0.05], [R])). - diff --git a/packages/CLPBN/clpbn/bp/examples/bayes-ball a.xml b/packages/CLPBN/clpbn/bp/examples/bayes-ball a.xml deleted file mode 100644 index 286b95f59..000000000 --- a/packages/CLPBN/clpbn/bp/examples/bayes-ball a.xml +++ /dev/null @@ -1,76 +0,0 @@ - - - - -Bayes-Ball: The Rational Pastime Network, Figure 4, a) - - - 1 - - - - - 2 - - - - - 3 - - - - - 4 - - - - - 5 - - - - - 6 - - - - - 1 -
1
- - - - 2 - 1 - 3 - 1
- - - - 3 - 1
- - - - 4 - 1 - 5 - 1
- - - - 5 - 2 - 6 - 1
- - - - 6 - 3 - 1
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/bayes-ball c.xml b/packages/CLPBN/clpbn/bp/examples/bayes-ball c.xml deleted file mode 100644 index 44b291822..000000000 --- a/packages/CLPBN/clpbn/bp/examples/bayes-ball c.xml +++ /dev/null @@ -1,74 +0,0 @@ - - - - -Bayes-Ball: The Rational Pastime Network, Figure 4, c) - - - 1 - - - - - 2 - - - - - 3 - - - - - 4 - - - - - 5 - - - - - 6 - - - - - 1 - 1
- - - - 2 - 1 - 3 - 1
- - - - 3 - 1
- - - - 4 - 5 - 1
- - - - 5 - 2 - 6 - 1
- - - - 6 - 1
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set_clpbn_flag(solver,ve). +%:- set_clpbn_flag(solver,bp), clpbn_bp:set_horus_flag(inf_alg,ve). +:- set_clpbn_flag(solver,fove). + +c(x1,y1). +%c(x1,y1). +%c(x2,y2). + +bayes hot(Y)::[t,f] ; [0.2, 0.4] ; [c(_,Y)]. + +bayes attends(X)::[t,f] , hot(Y) ; [0.1, 0.2, 0.3, 0.4] ; [c(X,Y)]. + +bayes series::[t,f] , attends(X) ; [0.5, 0.6, 0.7, 0.8] ; [c(X,_)]. + + diff --git a/packages/CLPBN/clpbn/bp/examples/convergence.xml b/packages/CLPBN/clpbn/bp/examples/convergence.xml deleted file mode 100644 index 876fc6699..000000000 --- a/packages/CLPBN/clpbn/bp/examples/convergence.xml +++ /dev/null @@ -1,54 +0,0 @@ - - - - - - -Simple Convergence - - - A - a1 - a2 - - - - B - b1 - b2 - - - - C - c1 - c2 - - - - A - .695 .305
- - - - B - 0.25 0.75
- - - - C - A - B - 0.2 0.8 0.45 0.55 0.32 0.68 0.7 0.3
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/divergence.xml b/packages/CLPBN/clpbn/bp/examples/divergence.xml deleted file mode 100644 index 69ef00f04..000000000 --- a/packages/CLPBN/clpbn/bp/examples/divergence.xml +++ /dev/null @@ -1,51 +0,0 @@ - - - - - - -Simple Divergence - - - A - - - - - B - - - - - C - - - - - A - 1
- - - - B - A - 1
- - - - C - A - 1
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/fail1.yap b/packages/CLPBN/clpbn/bp/examples/fail1.yap new file mode 100644 index 000000000..441f99dba --- /dev/null +++ b/packages/CLPBN/clpbn/bp/examples/fail1.yap @@ -0,0 +1,50 @@ + +:- use_module(library(pfl)). + +:- set_clpbn_flag(solver,fove). + + +c(x1,y1,z1). +c(x1,y1,z2). +c(x1,y1,z3). +c(x1,y1,z4). +c(x1,y1,z5). +c(x1,y1,z6). +c(x1,y1,z7). + +c(x1,y2,z1). +c(x1,y2,z2). +c(x1,y2,z3). +c(x1,y2,z4). +c(x1,y2,z5). +c(x1,y2,z6). +c(x1,y2,z7). + +c(x2,y1,z1). +c(x2,y1,z2). +c(x2,y1,z3). +c(x2,y1,z4). +c(x2,y1,z5). +c(x2,y1,z6). +c(x2,y1,z7). + +c(x2,y2,z1). +c(x2,y2,z2). +c(x2,y2,z3). +c(x2,y2,z4). +c(x2,y2,z5). +c(x2,y2,z6). +c(x2,y2,z7). + + +bayes p(X,Y,Z)::[t,f] , q(Y), s(Z) ; cpt ; [c(X,Y,Z)]. + +bayes q(Y)::[t,f] ; [0.50, 0.40] ; [c(_,Y,_)]. + +bayes s(Z)::[t,f] ; [0.33, 0.46] ; [c(_,_,Z)]. + +cpt([0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8]). + + +?- p(x1,y1,z1,X), s(z1,t), s(z3,f). + diff --git a/packages/CLPBN/clpbn/bp/examples/fail2.yap b/packages/CLPBN/clpbn/bp/examples/fail2.yap new file mode 100644 index 000000000..84669ba4f --- /dev/null +++ b/packages/CLPBN/clpbn/bp/examples/fail2.yap @@ -0,0 +1,15 @@ + +:- use_module(library(pfl)). + +:- set_clpbn_flag(solver,fove). + + +t(ann). +t(dave). + +bayes p(X)::[t,f] ; [0.1, 0.3] ; [t(X)]. + + +?- p(ann,X), p(ann,f). + + diff --git a/packages/CLPBN/clpbn/bp/examples/fail3.yap b/packages/CLPBN/clpbn/bp/examples/fail3.yap new file mode 100644 index 000000000..afd65861d --- /dev/null +++ b/packages/CLPBN/clpbn/bp/examples/fail3.yap @@ -0,0 +1,18 @@ + +:- use_module(library(pfl)). + +:- set_clpbn_flag(solver,fove). + + +t(ann). +t(dave). + +bayes p(X)::[t,f] ; [0.1, 0.3] ; [t(X)]. + + +p(ann,t). + + +?- p(dave,X). + + diff --git a/packages/CLPBN/clpbn/bp/examples/john-mary-call.xml b/packages/CLPBN/clpbn/bp/examples/john-mary-call.xml deleted file mode 100644 index 037134fc5..000000000 --- a/packages/CLPBN/clpbn/bp/examples/john-mary-call.xml +++ /dev/null @@ -1,106 +0,0 @@ - - - - - - - - - - - - - - - - - - -]> - - - - -John-Mary-Call - - - - Burglary - discrete - False - True - position = (145, 114) - - - - Earthquake - discrete - False - True - position = (351, 110) - - - - Alarm - discrete - False - True - position = (253, 224) - - - - JohnCalls - discrete - False - True - position = (156, 343) - - - - MaryCalls - discrete - False - True - position = (344, 341) - - - - - - Burglary - 0.999 0.0010
- - - - Earthquake - 0.998 0.0020
- - - - Alarm - Burglary - Earthquake - 0.999 0.71 0.06 0.05 0.0010 0.29 0.94 0.95
- - - - JohnCalls - Alarm - 0.95 0.1 0.05 0.9
- - - - MaryCalls - Alarm - 0.99 0.3 0.01 0.7
- - - - diff --git a/packages/CLPBN/clpbn/bp/examples/lambda fail.xml b/packages/CLPBN/clpbn/bp/examples/lambda fail.xml deleted file mode 100755 index ed68d5b3c..000000000 --- a/packages/CLPBN/clpbn/bp/examples/lambda fail.xml +++ /dev/null @@ -1,67 +0,0 @@ - - - - - - - -Simple Convergence - - P1 - p1 - p2 - - - - P2 - p1 - p2 - p3 - - - - P3 - p1 - p2 - - - - C - c1 - c2 - - - - P1 - .695 .305
- - - - P2 - 0.2 0.3 0.5
- - - - P3 - 0.25 0.75
- - - - C - P1 - P2 - P3 - 0.2 0.8 0.45 0.55 0.32 0.68 0.7 0.3 0.3 0.7 0.55 0.45 0.22 0.78 0.25 0.75 0.11 0.89 0.34 0.66 0.1 0.9 0.6 0.4
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/loop.xml b/packages/CLPBN/clpbn/bp/examples/loop.xml deleted file mode 100644 index 2764d73d1..000000000 --- a/packages/CLPBN/clpbn/bp/examples/loop.xml +++ /dev/null @@ -1,81 +0,0 @@ - - - - - - -Loop - - - A - a1 - a2 - - - - B - b1 - b2 - - - - C - c1 - c2 - - - - D - d1 - d2 - - - - E - e1 - e2 - - - - A - .01 .09
- - - - B - A - .03 .97 .6 .4
- - - - C - A - E - .24 .76 .12 .88 .2 .4. 5. .6
- - - - D - B - C - .2 .8 .7 .3 .45 .55 .22 .78
- - - - E - .5 .6
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/neapolitan-A-F-joint.yap b/packages/CLPBN/clpbn/bp/examples/neapolitan-A-F-joint.yap deleted file mode 100644 index 4cb95eab4..000000000 --- a/packages/CLPBN/clpbn/bp/examples/neapolitan-A-F-joint.yap +++ /dev/null @@ -1,55 +0,0 @@ - -:- use_module(library(clpbn)). - -:- set_clpbn_flag(solver, bp). - -% -% B F -% \ / -% \ / -% A -% - -b(B) :- - b_table(BDist), - { B = b with p([b1, b2], BDist) }. - -f(F) :- - f_table(FDist), - { F = f with p([f1, f2], FDist) }. - -a(A) :- - b(B), - f(F), - a_table(ADist), - { A = a with p([a1, a2], ADist, [B, F]) }. - -d(D) :- - a(A), - f(F), - d_table(DDist), - { D = d with p([d1, d2, d3, d4], DDist, [A, F]) }. - - -b_table([0.005, 0.995]). - -f_table([0.03, 0.97]). - -a_table([0.992, 0.99, 0.2, 0.003, - 0.008, 0.01, 0.8, 0.997]). - -d_table([1.0, 0.0, 0.0, 0.0, - 0.0, 1.0, 0.0, 0.0, - 0.0, 0.0, 1.0, 0.0, - 0.0, 0.0, 0.0, 1.0]). - -%d_table([0.997, 0.001, 0.001, 0.001, -% 0.001, 0.997, 0.001, 0.001, -% 0.001, 0.001, 0.997, 0.001, -% 0.001, 0.001, 0.001, 0.997]). - -%d_table([0.15, 0.1, 0.7, 0.5, -% 0.25, 0.3, 0.2, 0.25, -% 0.3, 0.15, 0.35, 0.2, -% 0.3, 0.4, 0.2, 0.1]). - diff --git a/packages/CLPBN/clpbn/bp/examples/neapolitan.uai b/packages/CLPBN/clpbn/bp/examples/neapolitan.uai deleted file mode 100644 index 1339c83c2..000000000 --- a/packages/CLPBN/clpbn/bp/examples/neapolitan.uai +++ /dev/null @@ -1,17 +0,0 @@ -MARKOV -3 -2 2 2 -3 -1 0 -1 1 -3 2 0 1 - -2 - 0.005 0.995 - -2 - 0.03 0.97 - -8 - 0.992 0.99 0.2 0.003 - 0.008 0.01 0.8 0.997 diff --git a/packages/CLPBN/clpbn/bp/examples/neapolitan.xml b/packages/CLPBN/clpbn/bp/examples/neapolitan.xml deleted file mode 100644 index 0b359e274..000000000 --- a/packages/CLPBN/clpbn/bp/examples/neapolitan.xml +++ /dev/null @@ -1,53 +0,0 @@ - - - - - - -Neapolitan - - - B - b1 - b2 - - - - F - f1 - f2 - - - - A - a1 - a2 - - - - B - .005 .995
- - - - F - .03 .97
- - - - A - B - F - .992 .008 .99 .01 .2 .8 .003 .997
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/neapolitan.yap b/packages/CLPBN/clpbn/bp/examples/neapolitan.yap deleted file mode 100644 index 9140b46df..000000000 --- a/packages/CLPBN/clpbn/bp/examples/neapolitan.yap +++ /dev/null @@ -1,36 +0,0 @@ - -:- use_module(library(clpbn)). - -:- set_clpbn_flag(solver, bp). -%:- set_clpbn_flag(solver, jt). - -% -% B F -% \ / -% \ / -% A -% - - -b(B) :- - b_table(BDist), - { B = b with p([b1, b2], BDist) }. - -f(F) :- - f_table(FDist), - { F = f with p([f1, f2], FDist) }. - -a(A) :- - b(B), - f(F), - a_table(ADist), - { A = a with p([a1, a2], ADist, [B, F]) }. - - -b_table([0.005, 0.995]). - -f_table([0.03, 0.97]). - -a_table([0.992, 0.99, 0.2, 0.003, - 0.008, 0.01, 0.8, 0.997]). - diff --git a/packages/CLPBN/clpbn/bp/examples/several-parents-and-childs.xml b/packages/CLPBN/clpbn/bp/examples/several-parents-and-childs.xml deleted file mode 100644 index e37c7ac5e..000000000 --- a/packages/CLPBN/clpbn/bp/examples/several-parents-and-childs.xml +++ /dev/null @@ -1,128 +0,0 @@ - - - - - - -Node with several parents and childs - - - A - a1 - a2 - - - - B - b1 - b2 - b3 - b4 - - - - C - c1 - c2 - c3 - - - - D - d1 - d2 - d3 - - - - E - e1 - e2 - e3 - e4 - - - - F - f1 - f2 - f3 - - - - G - g1 - g2 - - - - - A - .1 .2
- - - - B - .01 .02 .03 .04
- - - - C - .11 .22 .33
- - - - D - A - B - C - - .522 .008 .99 .01 .2 .8 .003 .457 .423 .007 .92 .04 .5 .232 .033 .227 .112 .048 .91 .21 .24 .18 .005 .227 - .212 .04 .59 .21 .6 .1 .023 .215 .913 .017 .96 .01 .55 .422 .013 .417 .272 .068 .61 .11 .26 .28 .205 .322 - .142 .028 .19 .11 .5 .67 .013 .437 .163 .067 .12 .06 .1 .262 .063 .167 .512 .028 .11 .41 .14 .68 .015 .92 -
- - - - E - D - - .111 .11 .1 - .222 .22 .2 - .333 .33 .3 - .444 .44 .4 -
- - - - F - D - - .112 .111 .110 - .223 .222 .221 - .334 .333 .332 -
- - - - G - D - - .101 .102 .103 - .201 .202 .203 -
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/smokers_2.fg b/packages/CLPBN/clpbn/bp/examples/smokers_2.fg new file mode 100644 index 000000000..c0a9569b7 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/examples/smokers_2.fg @@ -0,0 +1,120 @@ +14 + +1 +6 +2 +2 +0 9.974182 +1 1.000000 + +1 +7 +2 +2 +0 9.974182 +1 1.000000 + +1 +4 +2 +2 +0 4.055200 +1 1.000000 + +1 +5 +2 +2 +0 4.055200 +1 1.000000 + +1 +0 +2 +2 +0 7.389056 +1 1.000000 + +1 +2 +2 +2 +0 7.389056 +1 1.000000 + +1 +1 +2 +2 +0 7.389056 +1 1.000000 + +1 +3 +2 +2 +0 7.389056 +1 1.000000 + +2 +4 6 +2 2 +4 +0 4.481689 +1 1.000000 +2 4.481689 +3 4.481689 + +2 +5 7 +2 2 +4 +0 4.481689 +1 1.000000 +2 4.481689 +3 4.481689 + +2 +0 4 +2 2 +4 +0 3.004166 +1 3.004166 +2 3.004166 +3 3.004166 + +3 +2 5 4 +2 2 2 +8 +0 3.004166 +1 3.004166 +2 3.004166 +3 1.000000 +4 3.004166 +5 1.000000 +6 3.004166 +7 3.004166 + +3 +1 4 5 +2 2 2 +8 +0 3.004166 +1 3.004166 +2 3.004166 +3 1.000000 +4 3.004166 +5 1.000000 +6 3.004166 +7 3.004166 + +2 +3 5 +2 2 +4 +0 3.004166 +1 3.004166 +2 3.004166 +3 3.004166 + diff --git a/packages/CLPBN/clpbn/bp/examples/smokers_3.fg b/packages/CLPBN/clpbn/bp/examples/smokers_3.fg new file mode 100644 index 000000000..990fadb98 --- /dev/null +++ b/packages/CLPBN/clpbn/bp/examples/smokers_3.fg @@ -0,0 +1,239 @@ +27 + +1 +12 +2 +2 +0 9.974182 +1 1.000000 + +1 +13 +2 +2 +0 9.974182 +1 1.000000 + +1 +14 +2 +2 +0 9.974182 +1 1.000000 + +1 +9 +2 +2 +0 4.055200 +1 1.000000 + +1 +10 +2 +2 +0 4.055200 +1 1.000000 + +1 +11 +2 +2 +0 4.055200 +1 1.000000 + +1 +0 +2 +2 +0 7.389056 +1 1.000000 + +1 +3 +2 +2 +0 7.389056 +1 1.000000 + +1 +6 +2 +2 +0 7.389056 +1 1.000000 + +1 +1 +2 +2 +0 7.389056 +1 1.000000 + +1 +4 +2 +2 +0 7.389056 +1 1.000000 + +1 +7 +2 +2 +0 7.389056 +1 1.000000 + +1 +2 +2 +2 +0 7.389056 +1 1.000000 + +1 +5 +2 +2 +0 7.389056 +1 1.000000 + +1 +8 +2 +2 +0 7.389056 +1 1.000000 + +2 +9 12 +2 2 +4 +0 4.481689 +1 1.000000 +2 4.481689 +3 4.481689 + +2 +10 13 +2 2 +4 +0 4.481689 +1 1.000000 +2 4.481689 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diff --git a/packages/CLPBN/clpbn/bp/examples/smokers_4.fg b/packages/CLPBN/clpbn/bp/examples/smokers_4.fg new file mode 100644 index 000000000..07611586c --- /dev/null +++ b/packages/CLPBN/clpbn/bp/examples/smokers_4.fg @@ -0,0 +1,398 @@ +44 + +1 +20 +2 +2 +0 9.974182 +1 1.000000 + +1 +21 +2 +2 +0 9.974182 +1 1.000000 + +1 +22 +2 +2 +0 9.974182 +1 1.000000 + +1 +23 +2 +2 +0 9.974182 +1 1.000000 + +1 +16 +2 +2 +0 4.055200 +1 1.000000 + +1 +17 +2 +2 +0 4.055200 +1 1.000000 + +1 +18 +2 +2 +0 4.055200 +1 1.000000 + +1 +19 +2 +2 +0 4.055200 +1 1.000000 + +1 +0 +2 +2 +0 7.389056 +1 1.000000 + +1 +4 +2 +2 +0 7.389056 +1 1.000000 + +1 +8 +2 +2 +0 7.389056 +1 1.000000 + +1 +12 +2 +2 +0 7.389056 +1 1.000000 + +1 +1 +2 +2 +0 7.389056 +1 1.000000 + +1 +5 +2 +2 +0 7.389056 +1 1.000000 + +1 +9 +2 +2 +0 7.389056 +1 1.000000 + +1 +13 +2 +2 +0 7.389056 +1 1.000000 + +1 +2 +2 +2 +0 7.389056 +1 1.000000 + +1 +6 +2 +2 +0 7.389056 +1 1.000000 + +1 +10 +2 +2 +0 7.389056 +1 1.000000 + +1 +14 +2 +2 +0 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3.004166 +1 3.004166 +2 3.004166 +3 1.000000 +4 3.004166 +5 1.000000 +6 3.004166 +7 3.004166 + +2 +15 19 +2 2 +4 +0 3.004166 +1 3.004166 +2 3.004166 +3 3.004166 + diff --git a/packages/CLPBN/clpbn/bp/examples/sp-example.uai b/packages/CLPBN/clpbn/bp/examples/sp-example.uai deleted file mode 100755 index 887f4ac44..000000000 --- a/packages/CLPBN/clpbn/bp/examples/sp-example.uai +++ /dev/null @@ -1,17 +0,0 @@ -MARKOV -3 -2 2 2 -3 -1 0 -1 1 -3 2 0 1 - -2 - .695 .305 - -2 - .25 .75 - -8 - 0.2 0.45 0.32 0.7 - 0.8 0.55 0.68 0.3 diff --git a/packages/CLPBN/clpbn/bp/examples/test.uai b/packages/CLPBN/clpbn/bp/examples/test.uai deleted file mode 100644 index f773cd9bf..000000000 --- a/packages/CLPBN/clpbn/bp/examples/test.uai +++ /dev/null @@ -1,36 +0,0 @@ -MARKOV -5 -4 2 3 2 3 -7 -1 0 -1 1 -1 2 -1 3 -1 4 -2 0 1 -4 1 2 3 4 - -4 - 0.1 0.7 0.43 0.22 - -2 - 0.2 0.6 - -3 - 0.3 0.5 0.2 - -2 - 0.15 0.75 - -3 - 0.25 0.45 0.15 - -8 - 0.210 0.333 0.457 0.4 - 0.811 0.000 0.189 0.89 - -36 - 0.1 0.15 0.2 0.25 0.3 0.45 0.5 0.55 0.65 0.7 0.75 0.9 - 0.11 0.22 0.33 0.44 0.55 0.66 0.77 0.88 0.91 0.93 0.95 0.97 - 0.42 0.22 0.33 0.44 0.15 0.36 0.27 0.28 0.21 0.13 0.25 0.17 - diff --git a/packages/CLPBN/clpbn/bp/examples/test_bn.xml b/packages/CLPBN/clpbn/bp/examples/test_bn.xml deleted file mode 100755 index e37c7ac5e..000000000 --- a/packages/CLPBN/clpbn/bp/examples/test_bn.xml +++ /dev/null @@ -1,128 +0,0 @@ - - - - - - -Node with several parents and childs - - - A - a1 - a2 - - - - B - b1 - b2 - b3 - b4 - - - - C - c1 - c2 - c3 - - - - D - d1 - d2 - d3 - - - - E - e1 - e2 - e3 - e4 - - - - F - f1 - f2 - f3 - - - - G - g1 - g2 - - - - - A - .1 .2
- - - - B - .01 .02 .03 .04
- - - - C - .11 .22 .33
- - - - D - A - B - C - - .522 .008 .99 .01 .2 .8 .003 .457 .423 .007 .92 .04 .5 .232 .033 .227 .112 .048 .91 .21 .24 .18 .005 .227 - .212 .04 .59 .21 .6 .1 .023 .215 .913 .017 .96 .01 .55 .422 .013 .417 .272 .068 .61 .11 .26 .28 .205 .322 - .142 .028 .19 .11 .5 .67 .013 .437 .163 .067 .12 .06 .1 .262 .063 .167 .512 .028 .11 .41 .14 .68 .015 .92 -
- - - - E - D - - .111 .11 .1 - .222 .22 .2 - .333 .33 .3 - .444 .44 .4 -
- - - - F - D - - .112 .111 .110 - .223 .222 .221 - .334 .333 .332 -
- - - - G - D - - .101 .102 .103 - .201 .202 .203 -
- - - - - diff --git a/packages/CLPBN/clpbn/bp/examples/test_mk.uai b/packages/CLPBN/clpbn/bp/examples/test_mk.uai deleted file mode 100755 index f773cd9bf..000000000 --- a/packages/CLPBN/clpbn/bp/examples/test_mk.uai +++ /dev/null @@ -1,36 +0,0 @@ -MARKOV -5 -4 2 3 2 3 -7 -1 0 -1 1 -1 2 -1 3 -1 4 -2 0 1 -4 1 2 3 4 - -4 - 0.1 0.7 0.43 0.22 - -2 - 0.2 0.6 - -3 - 0.3 0.5 0.2 - -2 - 0.15 0.75 - -3 - 0.25 0.45 0.15 - -8 - 0.210 0.333 0.457 0.4 - 0.811 0.000 0.189 0.89 - -36 - 0.1 0.15 0.2 0.25 0.3 0.45 0.5 0.55 0.65 0.7 0.75 0.9 - 0.11 0.22 0.33 0.44 0.55 0.66 0.77 0.88 0.91 0.93 0.95 0.97 - 0.42 0.22 0.33 0.44 0.15 0.36 0.27 0.28 0.21 0.13 0.25 0.17 - diff --git a/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_compress.sh b/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_compress.sh deleted file mode 100644 index 0261b7a35..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_compress.sh +++ /dev/null @@ -1,60 +0,0 @@ -#!/bin/bash - -cp ~/bin/yap ~/bin/town_comp -YAP=~/bin/town_comp - -#OUT_FILE_NAME=results`date "+ %H:%M:%S %d-%m-%Y"`.log -OUT_FILE_NAME=bp_compress.log -rm -f $OUT_FILE_NAME -rm -f ignore.$OUT_FILE_NAME - - -function run_solver -{ -if [ $2 = bp ] -then - extra_flag1=clpbn_bp:set_solver_parameter\(run_mode,$4\) - extra_flag2=clpbn_bp:set_solver_parameter\(schedule,$5\) - extra_flag3=clpbn_bp:set_solver_parameter\(always_loopy_solver,$6\) -else - extra_flag1=true - extra_flag2=true - extra_flag3=true -fi -/usr/bin/time -o $OUT_FILE_NAME -a -f "real:%E\tuser:%U\tsys:%S" $YAP << EOF >> $OUT_FILE_NAME 2>> ignore.$OUT_FILE_NAME -[$1]. -clpbn:set_clpbn_flag(solver,$2), - clpbn_bp:use_log_space, - $extra_flag1, $extra_flag2, $extra_flag3, - run_query(_R), - open("$OUT_FILE_NAME", 'append',S), - format(S, '$3: ~15+ ',[]), - close(S). -EOF -} - - -function run_all_graphs -{ - echo "*******************************************************************" >> "$OUT_FILE_NAME" - echo "results for solver $2" >> $OUT_FILE_NAME - echo "*******************************************************************" >> "$OUT_FILE_NAME" - run_solver town_1000 $1 town_1000 $3 $4 $5 - run_solver town_5000 $1 town_5000 $3 $4 $5 - run_solver town_10000 $1 town_10000 $3 $4 $5 - run_solver town_50000 $1 town_50000 $3 $4 $5 - run_solver town_100000 $1 town_100000 $3 $4 $5 - run_solver town_500000 $1 town_500000 $3 $4 $5 - run_solver town_1000000 $1 town_1000000 $3 $4 $5 - run_solver town_2500000 $1 town_2500000 $3 $4 $5 - run_solver town_5000000 $1 town_5000000 $3 $4 $5 - run_solver town_7500000 $1 town_7500000 $3 $4 $5 - run_solver town_10000000 $1 town_10000000 $3 $4 $5 -} - -run_solver town_10000 "bp(compress,seq_fixed)" town_10000 compress seq_fixed true -exit - -########## -run_all_graphs bp "bp(compress,seq_fixed) " compress seq_fixed true - diff --git a/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_convert.sh b/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_convert.sh deleted file mode 100644 index 133cf71fb..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_convert.sh +++ /dev/null @@ -1,51 +0,0 @@ -#!/bin/bash - -YAP=~/bin/town_conv - -#OUT_FILE_NAME=results`date "+ %H:%M:%S %d-%m-%Y"`.log -OUT_FILE_NAME=bp_convert.log -rm -f $OUT_FILE_NAME -rm -f ignore.$OUT_FILE_NAME - - -function run_solver -{ -if [ $2 = bp ] -then - extra_flag1=clpbn_bp:set_solver_parameter\(run_mode,$4\) - extra_flag2=clpbn_bp:set_solver_parameter\(schedule,$5\) - extra_flag3=clpbn_bp:set_solver_parameter\(always_loopy_solver,$6\) -else - extra_flag1=true - extra_flag2=true - extra_flag3=true -fi -/usr/bin/time -o $OUT_FILE_NAME -a -f "real:%E\tuser:%U\tsys:%S" $YAP << EOF >> $OUT_FILE_NAME 2>> ignore.$OUT_FILE_NAME -[$1]. -clpbn:set_clpbn_flag(solver,$2), - clpbn_bp:use_log_space, - $extra_flag1, $extra_flag2, $extra_flag3, - run_query(_R), - open("$OUT_FILE_NAME", 'append',S), - format(S, '$3: ~15+ ',[]), - close(S). -EOF -} - - -function run_all_graphs -{ - echo "*******************************************************************" >> "$OUT_FILE_NAME" - echo "results for solver $2" >> $OUT_FILE_NAME - echo "*******************************************************************" >> "$OUT_FILE_NAME" - run_solver town_1000 $1 town_1000 $3 $4 $5 - run_solver town_5000 $1 town_5000 $3 $4 $5 - run_solver town_10000 $1 town_10000 $3 $4 $5 - run_solver town_50000 $1 town_50000 $3 $4 $5 - run_solver town_100000 $1 town_100000 $3 $4 $5 - run_solver town_500000 $1 town_500000 $3 $4 $5 - run_solver town_1000000 $1 town_1000000 $3 $4 $5 -} - -run_all_graphs bp "bp(convert,seq_fixed) " convert seq_fixed false - diff --git a/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_normal.sh b/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_normal.sh deleted file mode 100644 index 6284282cb..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/run_town_bp_normal.sh +++ /dev/null @@ -1,50 +0,0 @@ -#!/bin/bash - -YAP=~/bin/town_norm - -#OUT_FILE_NAME=results`date "+ %H:%M:%S %d-%m-%Y"`.log -OUT_FILE_NAME=bp_normal.log -rm -f $OUT_FILE_NAME -rm -f ignore.$OUT_FILE_NAME - - -function run_solver -{ -if [ $2 = bp ] -then - extra_flag1=clpbn_bp:set_solver_parameter\(run_mode,$4\) - extra_flag2=clpbn_bp:set_solver_parameter\(schedule,$5\) - extra_flag3=clpbn_bp:set_solver_parameter\(always_loopy_solver,$6\) -else - extra_flag1=true - extra_flag2=true - extra_flag3=true -fi -/usr/bin/time -o $OUT_FILE_NAME -a -f "real:%E\tuser:%U\tsys:%S" $YAP << EOF >> $OUT_FILE_NAME 2>> ignore.$OUT_FILE_NAME -[$1]. -clpbn:set_clpbn_flag(solver,$2), - clpbn_bp:use_log_space, - $extra_flag1, $extra_flag2, $extra_flag3, - run_query(_R), - open("$OUT_FILE_NAME", 'append',S), - format(S, '$3: ~15+ ',[]), - close(S). -EOF -} - - -function run_all_graphs -{ - echo "*******************************************************************" >> "$OUT_FILE_NAME" - echo "results for solver $2" >> $OUT_FILE_NAME - echo "*******************************************************************" >> "$OUT_FILE_NAME" - run_solver town_1000 $1 town_1000 $3 $4 $5 - run_solver town_5000 $1 town_5000 $3 $4 $5 - run_solver town_10000 $1 town_10000 $3 $4 $5 - run_solver town_50000 $1 town_50000 $3 $4 $5 - run_solver town_100000 $1 town_100000 $3 $4 $5 - run_solver town_500000 $1 town_500000 $3 $4 $5 - run_solver town_1000000 $1 town_1000000 $3 $4 $5 -} - -run_all_graphs bp "bp(normal,seq_fixed) " normal seq_fixed false diff --git a/packages/CLPBN/clpbn/bp/examples/town/run_town_gibbs_tests.sh b/packages/CLPBN/clpbn/bp/examples/town/run_town_gibbs_tests.sh deleted file mode 100644 index ac1f10781..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/run_town_gibbs_tests.sh +++ /dev/null @@ -1,51 +0,0 @@ -#!/bin/bash - -YAP=~/bin/town_gibbs - -#OUT_FILE_NAME=results`date "+ %H:%M:%S %d-%m-%Y"`.log -OUT_FILE_NAME=gibbs.log -rm -f $OUT_FILE_NAME -rm -f ignore.$OUT_FILE_NAME - - -function run_solver -{ -if [ $2 = bp ] -then - extra_flag1=clpbn_bp:set_solver_parameter\(run_mode,$4\) - extra_flag2=clpbn_bp:set_solver_parameter\(schedule,$5\) - extra_flag3=clpbn_bp:set_solver_parameter\(always_loopy_solver,$6\) -else - extra_flag1=true - extra_flag2=true - extra_flag3=true -fi -/usr/bin/time -o $OUT_FILE_NAME -a -f "real:%E\tuser:%U\tsys:%S" $YAP << EOF >> $OUT_FILE_NAME 2>> ignore.$OUT_FILE_NAME -[$1]. -clpbn:set_clpbn_flag(solver,$2), - clpbn_bp:use_log_space, - $extra_flag1, $extra_flag2, $extra_flag3, - run_query(_R), - open("$OUT_FILE_NAME", 'append',S), - format(S, '$3: ~15+ ',[]), - close(S). -EOF -} - - -function run_all_graphs -{ - echo "*******************************************************************" >> "$OUT_FILE_NAME" - echo "results for solver $2" >> $OUT_FILE_NAME - echo "*******************************************************************" >> "$OUT_FILE_NAME" - run_solver town_1000 $1 town_1000 $3 $4 $5 - run_solver town_5000 $1 town_5000 $3 $4 $5 - run_solver town_10000 $1 town_10000 $3 $4 $5 - run_solver town_50000 $1 town_50000 $3 $4 $5 - run_solver town_100000 $1 town_100000 $3 $4 $5 - run_solver town_500000 $1 town_500000 $3 $4 $5 - run_solver town_1000000 $1 town_1000000 $3 $4 $5 -} - -run_all_graphs gibbs "gibbs " - diff --git a/packages/CLPBN/clpbn/bp/examples/town/run_town_jt_tests.sh b/packages/CLPBN/clpbn/bp/examples/town/run_town_jt_tests.sh deleted file mode 100644 index a75483517..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/run_town_jt_tests.sh +++ /dev/null @@ -1,51 +0,0 @@ -#!/bin/bash - -YAP=~/bin/town_jt - -#OUT_FILE_NAME=results`date "+ %H:%M:%S %d-%m-%Y"`.log -OUT_FILE_NAME=jt.log -rm -f $OUT_FILE_NAME -rm -f ignore.$OUT_FILE_NAME - - -function run_solver -{ -if [ $2 = bp ] -then - extra_flag1=clpbn_bp:set_solver_parameter\(run_mode,$4\) - extra_flag2=clpbn_bp:set_solver_parameter\(schedule,$5\) - extra_flag3=clpbn_bp:set_solver_parameter\(always_loopy_solver,$6\) -else - extra_flag1=true - extra_flag2=true - extra_flag3=true -fi -/usr/bin/time -o $OUT_FILE_NAME -a -f "real:%E\tuser:%U\tsys:%S" $YAP << EOF >> $OUT_FILE_NAME 2>> ignore.$OUT_FILE_NAME -[$1]. -clpbn:set_clpbn_flag(solver,$2), - clpbn_bp:use_log_space, - $extra_flag1, $extra_flag2, $extra_flag3, - run_query(_R), - open("$OUT_FILE_NAME", 'append',S), - format(S, '$3: ~15+ ',[]), - close(S). -EOF -} - - -function run_all_graphs -{ - echo "*******************************************************************" >> "$OUT_FILE_NAME" - echo "results for solver $2" >> $OUT_FILE_NAME - echo "*******************************************************************" >> "$OUT_FILE_NAME" - run_solver town_1000 $1 town_1000 $3 $4 $5 - run_solver town_5000 $1 town_5000 $3 $4 $5 - run_solver town_10000 $1 town_10000 $3 $4 $5 - run_solver town_50000 $1 town_50000 $3 $4 $5 - run_solver town_100000 $1 town_100000 $3 $4 $5 - run_solver town_500000 $1 town_500000 $3 $4 $5 - run_solver town_1000000 $1 town_1000000 $3 $4 $5 -} - -run_all_graphs jt "jt " - diff --git a/packages/CLPBN/clpbn/bp/examples/town/run_town_ve_tests.sh b/packages/CLPBN/clpbn/bp/examples/town/run_town_ve_tests.sh deleted file mode 100644 index db5762a82..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/run_town_ve_tests.sh +++ /dev/null @@ -1,51 +0,0 @@ -#!/bin/bash - -YAP=~/bin/town_ve - -#OUT_FILE_NAME=results`date "+ %H:%M:%S %d-%m-%Y"`.log -OUT_FILE_NAME=ve.log -rm -f $OUT_FILE_NAME -rm -f ignore.$OUT_FILE_NAME - - -function run_solver -{ -if [ $2 = bp ] -then - extra_flag1=clpbn_bp:set_solver_parameter\(run_mode,$4\) - extra_flag2=clpbn_bp:set_solver_parameter\(schedule,$5\) - extra_flag3=clpbn_bp:set_solver_parameter\(always_loopy_solver,$6\) -else - extra_flag1=true - extra_flag2=true - extra_flag3=true -fi -/usr/bin/time -o $OUT_FILE_NAME -a -f "real:%E\tuser:%U\tsys:%S" $YAP << EOF >> $OUT_FILE_NAME 2>> ignore.$OUT_FILE_NAME -[$1]. -clpbn:set_clpbn_flag(solver,$2), - clpbn_bp:use_log_space, - $extra_flag1, $extra_flag2, $extra_flag3, - run_query(_R), - open("$OUT_FILE_NAME", 'append',S), - format(S, '$3: ~15+ ',[]), - close(S). -EOF -} - - -function run_all_graphs -{ - echo "*******************************************************************" >> "$OUT_FILE_NAME" - echo "results for solver $2" >> $OUT_FILE_NAME - echo "*******************************************************************" >> "$OUT_FILE_NAME" - run_solver town_1000 $1 town_1000 $3 $4 $5 - run_solver town_5000 $1 town_5000 $3 $4 $5 - run_solver town_10000 $1 town_10000 $3 $4 $5 - run_solver town_50000 $1 town_50000 $3 $4 $5 - run_solver town_100000 $1 town_100000 $3 $4 $5 - run_solver town_500000 $1 town_500000 $3 $4 $5 - run_solver town_1000000 $1 town_1000000 $3 $4 $5 -} - -run_all_graphs ve "ve " - diff --git a/packages/CLPBN/clpbn/bp/examples/town/schema.yap b/packages/CLPBN/clpbn/bp/examples/town/schema.yap deleted file mode 100644 index f33db80f7..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/schema.yap +++ /dev/null @@ -1,65 +0,0 @@ - -conservative_city(City, Cons) :- - cons_table(City, ConsDist), - { Cons = conservative_city(City) with p([y,n], ConsDist) }. - - -gender(X, Gender) :- - gender_table(X, GenderDist), - { Gender = gender(X) with p([m,f], GenderDist) }. - - -hair_color(X, Color) :- - lives(X, City), - conservative_city(City, Cons), - hair_color_table(X,ColorTable), - { Color = hair_color(X) with - p([t,f], ColorTable,[Cons]) }. - - -car_color(X, Color) :- - hair_color(X, HColor), - car_color_table(X,CColorTable), - { Color = car_color(X) with - p([t,f], CColorTable,[HColor]) }. - - -height(X, Height) :- - gender(X, Gender), - height_table(X,HeightTable), - { Height = height(X) with - p([t,f], HeightTable,[Gender]) }. - - -shoe_size(X, Shoesize) :- - height(X, Height), - shoe_size_table(X,ShoesizeTable), - { Shoesize = shoe_size(X) with - p([t,f], ShoesizeTable,[Height]) }. - - -guilty(X, Guilt) :- - guilty_table(X, GuiltDist), - { Guilt = guilty(X) with p([y,n], GuiltDist) }. - - -descn(X, Descn) :- - car_color(X, Car), - hair_color(X, Hair), - height(X, Height), - guilty(X, Guilt), - descn_table(X, DescTable), - { Descn = descn(X) with - p([t,f], DescTable,[Car,Hair,Height,Guilt]) }. - - -witness(City, Witness) :- - descn(joe, DescnJ), - descn(p2, Descn2), - wit_table(WitTable), - { Witness = witness(City) with - p([t,f], WitTable,[DescnJ, Descn2]) }. - - -:- ensure_loaded(tables). - diff --git a/packages/CLPBN/clpbn/bp/examples/town/tables.yap b/packages/CLPBN/clpbn/bp/examples/town/tables.yap deleted file mode 100644 index e4503cbef..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/tables.yap +++ /dev/null @@ -1,46 +0,0 @@ - -cons_table(amsterdam, [0.2, 0.8]) :- !. -cons_table(_, [0.8, 0.2]). - - -gender_table(_, [0.55, 0.44]). - - -hair_color_table(_, - /* conservative_city */ - /* y n */ - [ 0.05, 0.1, - 0.95, 0.9 ]). - - -car_color_table(_, - /* t f */ - [ 0.9, 0.2, - 0.1, 0.8 ]). - - -height_table(_, - /* m f */ - [ 0.6, 0.4, - 0.4, 0.6 ]). - - -shoe_size_table(_, - /* t f */ - [ 0.9, 0.1, - 0.1, 0.9 ]). - - -guilty_table(_, [0.23, 0.77]). - - -descn_table(_, - /* color, hair, height, guilt */ - /* ttttt tttf ttft ttff tfttt tftf tfft tfff ttttt fttf ftft ftff ffttt fftf ffft ffff */ - [ 0.99, 0.5, 0.23, 0.88, 0.41, 0.3, 0.76, 0.87, 0.44, 0.43, 0.29, 0.72, 0.33, 0.91, 0.95, 0.92, - 0.01, 0.5, 0.77, 0.12, 0.59, 0.7, 0.24, 0.13, 0.56, 0.57, 0.61, 0.28, 0.77, 0.09, 0.05, 0.08]). - - -wit_table([0.2, 0.45, 0.24, 0.34, - 0.8, 0.55, 0.76, 0.66]). - diff --git a/packages/CLPBN/clpbn/bp/examples/town/town_generator.sh b/packages/CLPBN/clpbn/bp/examples/town/town_generator.sh deleted file mode 100644 index 2feb9a397..000000000 --- a/packages/CLPBN/clpbn/bp/examples/town/town_generator.sh +++ /dev/null @@ -1,59 +0,0 @@ -#!/home/tgomes/bin/yap -L -- - -/* -Steps: -1. generate N facts lives(I, nyc), 0 <= I < N. -2. generate evidence on descn for N people, *** except for 1 *** -3. Run query ?- guilty(joe, Guilty), witness(joe, t), descn(2,t), descn(3, f), descn(4, f) ... -*/ - -:- initialization(main). - - -main :- - unix(argv([H])), - generate_town(H). - - -generate_town(N) :- - atomic_concat(['town_', N, '.yap'], FileName), - open(FileName, 'write', S), - write(S, ':- source.\n'), - write(S, ':- style_check(all).\n'), - write(S, ':- yap_flag(unknown,error).\n'), - write(S, ':- yap_flag(write_strings,on).\n'), - write(S, ':- use_module(library(clpbn)).\n'), - write(S, ':- set_clpbn_flag(solver, bp).\n'), - write(S, ':- [-schema].\n\n'), - write(S, 'lives(_joe, nyc).\n'), - atom_number(N, N2), - generate_people(S, N2, 2), - write(S, '\nrun_query(Guilty) :- \n'), - write(S, '\tguilty(joe, Guilty),\n'), - write(S, '\twitness(nyc, t),\n'), - write(S, '\trunall(X, ev(X)).\n\n\n'), - write(S, 'runall(G, Wrapper) :-\n'), - write(S, '\tfindall(G, Wrapper, L),\n'), - write(S, '\texecute_all(L).\n\n\n'), - write(S, 'execute_all([]).\n'), - write(S, 'execute_all(G.L) :-\n'), - write(S, '\tcall(G),\n'), - write(S, '\texecute_all(L).\n\n\n'), - generate_query(S, N2, 2), - close(S). - - -generate_people(_, N, Counting1) :- !. -generate_people(S, N, Counting) :- - format(S, 'lives(p~w, nyc).~n', [Counting]), - Counting1 is Counting + 1, - generate_people(S, N, Counting1). - - -generate_query(S, N, Counting) :- - Counting > N, !. -generate_query(S, N, Counting) :- !, - format(S, 'ev(descn(p~w, t)).~n', [Counting]), - Counting1 is Counting + 1, - generate_query(S, N, Counting1). - diff --git a/packages/CLPBN/clpbn/bp/examples/ve_example.xml b/packages/CLPBN/clpbn/bp/examples/ve_example.xml deleted file mode 100755 index 8ddd1e806..000000000 --- a/packages/CLPBN/clpbn/bp/examples/ve_example.xml +++ /dev/null @@ -1,69 +0,0 @@ - - - - - - - -Simple Loop - - - A - a1 - a2 - - - - B - b1 - b2 - - - - C - c1 - c2 - - - - D - d1 - d2 - - - - A - .001 .009
- - - - B - .002 .008
- - - - C - A - B - .95 .05 .94 .06 .29 .71 .001 .999
- - - - D - C - .9 .1 .05 .95
- - - - -