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Example 1 with DefaultExpressionBasedProblem

use of com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem in project aic-praise by aic-sri-international.

the class ExpressionBasedProblemTest method runTest.

private void runTest(String modelString, String queryString, String expectedFactorExpressionsIncludingQueryDefinitionIfAnyString, String expectedQuerySymbolString, boolean expectedQueryIsCompound, String expectedSymbolsAndTypesString) {
    HOGMExpressionBasedModel model = new HOGMExpressionBasedModel(modelString);
    Expression queryExpression = parse(queryString);
    ExpressionBasedProblem problem = new DefaultExpressionBasedProblem(queryExpression, model);
    String actualFactorExpressionsIncludingQueryDefinitionIfAnyString = problem.getFactorExpressionsIncludingQueryDefinitionIfAny().toString();
    println(expectedFactorExpressionsIncludingQueryDefinitionIfAnyString);
    println(actualFactorExpressionsIncludingQueryDefinitionIfAnyString);
    assertEquals(expectedFactorExpressionsIncludingQueryDefinitionIfAnyString, actualFactorExpressionsIncludingQueryDefinitionIfAnyString);
    String actualQuerySymbol = problem.getQuerySymbol().toString();
    println("expected querySymbol: " + expectedQuerySymbolString);
    println("actual   querySymbol: " + actualQuerySymbol);
    assertEquals(expectedQuerySymbolString, actualQuerySymbol);
    boolean actualQueryIsCompound = problem.getQueryIsCompound();
    println("expected queryIsCompound: " + expectedQueryIsCompound);
    println("actual   queryIsCompound: " + actualQueryIsCompound);
    assertEquals(expectedQueryIsCompound, actualQueryIsCompound);
    String actualSymbolsAndTypesString = problem.getContext().getSymbolsAndTypes().toString();
    println("expected context string: " + expectedSymbolsAndTypesString);
    println("actual   context string: " + actualSymbolsAndTypesString);
    assertEquals(expectedSymbolsAndTypesString, actualSymbolsAndTypesString);
}
Also used : Expression(com.sri.ai.expresso.api.Expression) DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem) ExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.api.ExpressionBasedProblem) HOGMExpressionBasedModel(com.sri.ai.praise.core.representation.classbased.hogm.components.HOGMExpressionBasedModel) DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem)

Example 2 with DefaultExpressionBasedProblem

use of com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem in project aic-praise by aic-sri-international.

the class ExpressionBasedSolverTest method testAPI.

@Test
public void testAPI() {
    // IMPORTANT: this test is reproduced in the User Guide as an example,
    // so it should be kept in sync with it.
    String modelString = "" + "random earthquake: Boolean;" + "random burglary: Boolean;" + "random alarm: Boolean;" + "" + "earthquake 0.01;" + "burglary 0.1;" + "" + "if earthquake" + "   then if burglary" + "      then alarm 0.95" + "      else alarm 0.6" + "   else if burglary" + "      then alarm 0.9" + "      else alarm 0.01;" + "     " + "not alarm;" + "";
    Expression evidence = parse("not alarm");
    // can be any boolean expression
    boolean exploitFactorization = true;
    // exploit factorization (that is, employ ExpressionVariable Elimination,
    // as opposed to summing over the entire joint probability distribution).
    DefaultExpressionBasedProblem problem;
    Expression marginal;
    HOGMExpressionBasedModel model = new HOGMExpressionBasedModel(modelString);
    model = model.getConditionedModel(evidence);
    Expression queryExpression;
    ExpressionBasedSolver solver = new EvaluationExpressionBasedSolver(exploitFactorization);
    queryExpression = parse("not earthquake");
    // can be any boolean expression, or any random variable
    problem = new DefaultExpressionBasedProblem(queryExpression, model);
    marginal = solver.solve(problem);
    System.out.println("Marginal is " + marginal);
    queryExpression = parse("earthquake");
    problem = new DefaultExpressionBasedProblem(queryExpression, model);
    marginal = solver.solve(problem);
    System.out.println("Marginal is " + marginal);
}
Also used : ExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.api.ExpressionBasedSolver) EvaluationExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.evaluation.EvaluationExpressionBasedSolver) ExactBPExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.exactbp.ExactBPExpressionBasedSolver) Expression(com.sri.ai.expresso.api.Expression) DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem) HOGMExpressionBasedModel(com.sri.ai.praise.core.representation.classbased.hogm.components.HOGMExpressionBasedModel) EvaluationExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.evaluation.EvaluationExpressionBasedSolver) Test(org.junit.Test)

Example 3 with DefaultExpressionBasedProblem

use of com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem in project aic-praise by aic-sri-international.

the class ExpressionBasedSolver method solve.

default Expression solve(Expression queryExpression, ExpressionBasedModel expressionBasedModel) {
    ExpressionBasedProblem problem = new DefaultExpressionBasedProblem(queryExpression, expressionBasedModel);
    Expression result = solve(problem);
    return result;
}
Also used : DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem) ExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.api.ExpressionBasedProblem) Expression(com.sri.ai.expresso.api.Expression) DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem)

Example 4 with DefaultExpressionBasedProblem

use of com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem in project aic-praise by aic-sri-international.

the class ExpressionBasedSolverTest method runTest.

private void runTest(Expression queryExpression, ExpressionBasedModel model, Expression expected, boolean useFactorization) throws AssertionError {
    ExpressionBasedProblem problem = new DefaultExpressionBasedProblem(queryExpression, model);
    ExpressionBasedSolver[] solvers = new ExpressionBasedSolver[] { // new EvaluationExpressionBasedSolver(useFactorization),
    new ExactBPExpressionBasedSolver() };
    for (ExpressionBasedSolver solver : solvers) {
        Expression marginal = solver.solve(problem);
        checkResult(problem, expected, marginal, solver);
    }
}
Also used : ExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.api.ExpressionBasedSolver) EvaluationExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.evaluation.EvaluationExpressionBasedSolver) ExactBPExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.exactbp.ExactBPExpressionBasedSolver) ExactBPExpressionBasedSolver(com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.exactbp.ExactBPExpressionBasedSolver) ExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.api.ExpressionBasedProblem) DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem) Expression(com.sri.ai.expresso.api.Expression) DefaultExpressionBasedProblem(com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem)

Aggregations

Expression (com.sri.ai.expresso.api.Expression)4 DefaultExpressionBasedProblem (com.sri.ai.praise.core.representation.classbased.expressionbased.core.DefaultExpressionBasedProblem)4 ExpressionBasedProblem (com.sri.ai.praise.core.representation.classbased.expressionbased.api.ExpressionBasedProblem)3 ExpressionBasedSolver (com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.api.ExpressionBasedSolver)2 EvaluationExpressionBasedSolver (com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.evaluation.EvaluationExpressionBasedSolver)2 ExactBPExpressionBasedSolver (com.sri.ai.praise.core.inference.byinputrepresentation.classbased.expressionbased.core.byalgorithm.exactbp.ExactBPExpressionBasedSolver)2 HOGMExpressionBasedModel (com.sri.ai.praise.core.representation.classbased.hogm.components.HOGMExpressionBasedModel)2 Test (org.junit.Test)1