public IInferenceResult Ask(FOLKnowledgeBase kb, ISentence aQuery) { // // Get the background knowledge - are assuming this is satisfiable // as using Set of Support strategy. ISet <Clause> bgClauses = new HashedSet <Clause>(kb.GetAllClauses()); bgClauses.ExceptWith(SubsumptionElimination.FindSubsumedClauses(bgClauses)); IList <Chain> background = CreateChainsFromClauses(bgClauses); // Collect the information necessary for constructing // an answer (supports use of answer literals). var ansHandler = new AnswerHandler(kb, aQuery, this.MaxQueryTime); var ifps = new IndexedFarParents(ansHandler .GetSetOfSupport(), background); // Iterative deepening to be used for (int maxDepth = 1; maxDepth < int.MaxValue; maxDepth++) { // Track the depth actually reached ansHandler.ResetMaxDepthReached(); if (null != tracer) { tracer.Reset(); } foreach (Chain nearParent in ansHandler.GetSetOfSupport()) { this.RecursiveDls(maxDepth, 0, nearParent, ifps, ansHandler); if (ansHandler.IsComplete()) { return(ansHandler); } } // This means the search tree // has bottomed out (i.e. finite). // Return what I know based on exploring everything. if (ansHandler.GetMaxDepthReached() < maxDepth) { return(ansHandler); } } return(ansHandler); }
public IInferenceResult Ask(FOLKnowledgeBase KB, ISentence alpha) { ISet<Clause> sos = new HashedSet<Clause>(); ISet<Clause> usable = new HashedSet<Clause>(); // Usable set will be the set of clauses in the KB, // are assuming this is satisfiable as using the // ISet of Support strategy. //foreach (var standardizedC in KB.GetAllClauses().Select(c => KB.StandardizeApart(c))) foreach (var standardizedC in KB.GetAllClauses()) { standardizedC.SetStandardizedApartCheckNotRequired(); usable.UnionWith(standardizedC.GetFactors()); } // Ensure reflexivity axiom is added to usable if using paramodulation. if (this.UseParamodulation) { // Reflexivity Axiom: x = x var reflexivityAxiom = new TermEquality(new Variable("x"), new Variable("x")); var reflexivityClause = new Clause(); reflexivityClause.AddLiteral(new Literal(reflexivityAxiom)); reflexivityClause = KB.StandardizeApart(reflexivityClause); reflexivityClause.SetStandardizedApartCheckNotRequired(); usable.Add(reflexivityClause); } ISentence notAlpha = new NotSentence(alpha); // Want to use an answer literal to pull // query variables where necessary var answerLiteral = KB.CreateAnswerLiteral(notAlpha); var answerLiteralVariables = KB .CollectAllVariables(answerLiteral.AtomicSentence); var answerClause = new Clause(); if (answerLiteralVariables.Count > 0) { ISentence notAlphaWithAnswer = new ConnectedSentence(Connectors.Or, notAlpha, answerLiteral.AtomicSentence); // foreach (var standardizedC in // KB.ConvertToClauses(notAlphaWithAnswer).Select(KB.StandardizeApart)) foreach (var standardizedC in KB.ConvertToClauses(notAlphaWithAnswer)) { Clause c = KB.StandardizeApart(standardizedC); c.SetProofStep(new ProofStepGoal(c)); c.SetStandardizedApartCheckNotRequired(); sos.UnionWith(c.GetFactors()); } answerClause.AddLiteral(answerLiteral); } else { //foreach (var standardizedC in // KB.ConvertToClauses(notAlpha).Select(KB.StandardizeApart)) foreach (var standardizedC in KB.ConvertToClauses(notAlpha)) { Clause c = KB.StandardizeApart(standardizedC); c.SetProofStep(new ProofStepGoal(c)); c.SetStandardizedApartCheckNotRequired(); sos.UnionWith(standardizedC.GetFactors()); } } // Ensure all subsumed clauses are removed usable.ExceptWith(SubsumptionElimination.FindSubsumedClauses(usable)); sos.ExceptWith(SubsumptionElimination.FindSubsumedClauses(sos)); var ansHandler = new OTTERAnswerHandler(answerLiteral, answerLiteralVariables, answerClause, this.MaxQueryTime); var idxdClauses = new IndexedClauses(LightestClauseHeuristic, sos, usable); return this.Otter(ansHandler, idxdClauses, sos, usable); }
public IInferenceResult Ask(FOLKnowledgeBase kb, ISentence alpha) { // clauses <- the set of clauses in CNF representation of KB ^ ~alpha ISet <Clause> clauses = new HashedSet <Clause>(); foreach (Clause c in kb.GetAllClauses()) { var standardizedC = kb.StandardizeApart(c); standardizedC.SetStandardizedApartCheckNotRequired(); clauses.UnionWith(standardizedC.GetFactors()); } ISentence notAlpha = new NotSentence(alpha); // Want to use an answer literal to pull // query variables where necessary Literal answerLiteral = kb.CreateAnswerLiteral(notAlpha); ISet <Variable> answerLiteralVariables = kb .CollectAllVariables(answerLiteral.AtomicSentence); Clause answerClause = new Clause(); if (answerLiteralVariables.Count > 0) { ISentence notAlphaWithAnswer = new ConnectedSentence(Connectors.Or, notAlpha, answerLiteral.AtomicSentence); foreach (Clause c in kb.ConvertToClauses(notAlphaWithAnswer)) { var standardizedC = kb.StandardizeApart(c); standardizedC.SetProofStep(new ProofStepGoal(standardizedC)); standardizedC.SetStandardizedApartCheckNotRequired(); clauses.UnionWith(standardizedC.GetFactors()); } answerClause.AddLiteral(answerLiteral); } else { foreach (Clause c in kb.ConvertToClauses(notAlpha)) { var standardizedC = kb.StandardizeApart(c); standardizedC.SetProofStep(new ProofStepGoal(standardizedC)); standardizedC.SetStandardizedApartCheckNotRequired(); clauses.UnionWith(standardizedC.GetFactors()); } } var ansHandler = new TFMAnswerHandler(answerLiteral, answerLiteralVariables, answerClause, this.MaxQueryTime); // new <- {} ISet <Clause> newClauses = new HashedSet <Clause>(); ISet <Clause> toAdd = new HashedSet <Clause>(); // loop do int noOfPrevClauses = clauses.Count; do { if (Tracer != null) { Tracer.StepStartWhile(clauses, clauses.Count, newClauses .Count); } newClauses.Clear(); // for each Ci, Cj in clauses do Clause[] clausesA = new Clause[clauses.Count]; clausesA = clauses.ToArray(); // Basically, using the simple T)wo F)inger M)ethod here. for (int i = 0; i < clausesA.Length; i++) { Clause cI = clausesA[i]; if (null != Tracer) { Tracer.StepOuterFor(cI); } for (int j = i; j < clausesA.Length; j++) { Clause cJ = clausesA[j]; if (null != Tracer) { Tracer.StepInnerFor(cI, cJ); } // resolvent <- FOL-RESOLVE(Ci, Cj) ISet <Clause> resolvents = cI.BinaryResolvents(cJ); if (resolvents.Count > 0) { toAdd.Clear(); // new <- new <UNION> resolvent foreach (Clause rc in resolvents) { toAdd.UnionWith(rc.GetFactors()); } if (null != Tracer) { Tracer.StepResolved(cI, cJ, toAdd); } ansHandler.CheckForPossibleAnswers(toAdd); if (ansHandler.IsComplete()) { break; } newClauses.UnionWith(toAdd); } if (ansHandler.IsComplete()) { break; } } if (ansHandler.IsComplete()) { break; } } noOfPrevClauses = clauses.Count; // clauses <- clauses <UNION> new clauses.UnionWith(newClauses); if (ansHandler.IsComplete()) { break; } // if new is a <SUBSET> of clauses then finished // searching for an answer // (i.e. when they were added the # clauses // did not increase). } while (noOfPrevClauses < clauses.Count); if (null != Tracer) { Tracer.StepFinished(clauses, ansHandler); } return(ansHandler); }