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Example 1 with SolverConfig

use of org.optaplanner.core.config.solver.SolverConfig in project kogito-apps by kiegroup.

the class CounterfactualExplainerTest method testFinalUniqueIds.

@ParameterizedTest
@ValueSource(ints = { 0, 1, 2 })
void testFinalUniqueIds(int seed) throws ExecutionException, InterruptedException, TimeoutException {
    Random random = new Random();
    random.setSeed(seed);
    final List<Output> goal = new ArrayList<>();
    List<Feature> features = List.of(FeatureFactory.newNumericalFeature("f-num1", 10.0, NumericalFeatureDomain.create(0, 20)));
    PredictionProvider model = TestUtils.getFeaturePassModel(0);
    final TerminationConfig terminationConfig = new TerminationConfig().withScoreCalculationCountLimit(100_000L);
    final SolverConfig solverConfig = SolverConfigBuilder.builder().withTerminationConfig(terminationConfig).build();
    solverConfig.setRandomSeed((long) seed);
    solverConfig.setEnvironmentMode(EnvironmentMode.REPRODUCIBLE);
    final List<UUID> intermediateIds = new ArrayList<>();
    final List<UUID> executionIds = new ArrayList<>();
    final Consumer<CounterfactualResult> captureIntermediateIds = counterfactual -> {
        intermediateIds.add(counterfactual.getSolutionId());
    };
    final Consumer<CounterfactualResult> captureExecutionIds = counterfactual -> {
        executionIds.add(counterfactual.getExecutionId());
    };
    final CounterfactualConfig counterfactualConfig = new CounterfactualConfig().withSolverConfig(solverConfig);
    solverConfig.withEasyScoreCalculatorClass(MockCounterFactualScoreCalculator.class);
    final CounterfactualExplainer counterfactualExplainer = new CounterfactualExplainer(counterfactualConfig);
    PredictionInput input = new PredictionInput(features);
    PredictionOutput output = new PredictionOutput(goal);
    final UUID executionId = UUID.randomUUID();
    Prediction prediction = new CounterfactualPrediction(input, output, null, executionId, null);
    final CounterfactualResult counterfactualResult = counterfactualExplainer.explainAsync(prediction, model, captureIntermediateIds.andThen(captureExecutionIds)).get(Config.INSTANCE.getAsyncTimeout(), Config.INSTANCE.getAsyncTimeUnit());
    for (CounterfactualEntity entity : counterfactualResult.getEntities()) {
        logger.debug("Entity: {}", entity);
    }
    // All intermediate ids should be unique
    assertEquals((int) intermediateIds.stream().distinct().count(), intermediateIds.size());
    // There should be at least one intermediate id
    assertTrue(intermediateIds.size() > 0);
    // There should be at least one execution id
    assertTrue(executionIds.size() > 0);
    // We should have the same number of execution ids as intermediate ids (captured from intermediate results)
    assertEquals(executionIds.size(), intermediateIds.size());
    // All execution ids should be the same
    assertEquals(1, (int) executionIds.stream().distinct().count());
    // The last intermediate id must be different from the final result id
    assertNotEquals(intermediateIds.get(intermediateIds.size() - 1), counterfactualResult.getSolutionId());
    // Captured execution ids should be the same as the one provided
    assertEquals(executionIds.get(0), executionId);
}
Also used : BeforeEach(org.junit.jupiter.api.BeforeEach) FeatureFactory(org.kie.kogito.explainability.model.FeatureFactory) Feature(org.kie.kogito.explainability.model.Feature) LoggerFactory(org.slf4j.LoggerFactory) Assertions.assertNotEquals(org.junit.jupiter.api.Assertions.assertNotEquals) TimeoutException(java.util.concurrent.TimeoutException) Random(java.util.Random) CounterfactualEntity(org.kie.kogito.explainability.local.counterfactual.entities.CounterfactualEntity) Value(org.kie.kogito.explainability.model.Value) TerminationConfig(org.optaplanner.core.config.solver.termination.TerminationConfig) Assertions.assertFalse(org.junit.jupiter.api.Assertions.assertFalse) FeatureDistribution(org.kie.kogito.explainability.model.FeatureDistribution) EmptyFeatureDomain(org.kie.kogito.explainability.model.domain.EmptyFeatureDomain) Mockito.atLeast(org.mockito.Mockito.atLeast) PredictionOutput(org.kie.kogito.explainability.model.PredictionOutput) CategoricalFeatureDomain(org.kie.kogito.explainability.model.domain.CategoricalFeatureDomain) DataUtils(org.kie.kogito.explainability.utils.DataUtils) UUID(java.util.UUID) Collectors(java.util.stream.Collectors) Test(org.junit.jupiter.api.Test) PredictionInput(org.kie.kogito.explainability.model.PredictionInput) List(java.util.List) Stream(java.util.stream.Stream) NormalDistribution(org.apache.commons.math3.distribution.NormalDistribution) Output(org.kie.kogito.explainability.model.Output) Assertions.assertTrue(org.junit.jupiter.api.Assertions.assertTrue) SolverJob(org.optaplanner.core.api.solver.SolverJob) Mockito.mock(org.mockito.Mockito.mock) IntStream(java.util.stream.IntStream) ArgumentMatchers.any(org.mockito.ArgumentMatchers.any) SolverConfig(org.optaplanner.core.config.solver.SolverConfig) Assertions.assertNotNull(org.junit.jupiter.api.Assertions.assertNotNull) PerturbationContext(org.kie.kogito.explainability.model.PerturbationContext) Prediction(org.kie.kogito.explainability.model.Prediction) DataDomain(org.kie.kogito.explainability.model.DataDomain) Assertions.assertNull(org.junit.jupiter.api.Assertions.assertNull) EnvironmentMode(org.optaplanner.core.config.solver.EnvironmentMode) CompletableFuture(java.util.concurrent.CompletableFuture) SolverManager(org.optaplanner.core.api.solver.SolverManager) Function(java.util.function.Function) ArrayList(java.util.ArrayList) MockCounterFactualScoreCalculator(org.kie.kogito.explainability.local.counterfactual.score.MockCounterFactualScoreCalculator) ArgumentCaptor(org.mockito.ArgumentCaptor) NumericFeatureDistribution(org.kie.kogito.explainability.model.NumericFeatureDistribution) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction) Assertions.assertEquals(org.junit.jupiter.api.Assertions.assertEquals) LinkedList(java.util.LinkedList) BendableBigDecimalScore(org.optaplanner.core.api.score.buildin.bendablebigdecimal.BendableBigDecimalScore) ValueSource(org.junit.jupiter.params.provider.ValueSource) Logger(org.slf4j.Logger) Mockito.when(org.mockito.Mockito.when) Type(org.kie.kogito.explainability.model.Type) PredictionProvider(org.kie.kogito.explainability.model.PredictionProvider) Mockito.verify(org.mockito.Mockito.verify) ExecutionException(java.util.concurrent.ExecutionException) TimeUnit(java.util.concurrent.TimeUnit) Consumer(java.util.function.Consumer) ParameterizedTest(org.junit.jupiter.params.ParameterizedTest) TestUtils(org.kie.kogito.explainability.TestUtils) NumericalFeatureDomain(org.kie.kogito.explainability.model.domain.NumericalFeatureDomain) Config(org.kie.kogito.explainability.Config) Collections(java.util.Collections) FeatureDomain(org.kie.kogito.explainability.model.domain.FeatureDomain) PredictionInput(org.kie.kogito.explainability.model.PredictionInput) Prediction(org.kie.kogito.explainability.model.Prediction) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction) ArrayList(java.util.ArrayList) PredictionProvider(org.kie.kogito.explainability.model.PredictionProvider) Feature(org.kie.kogito.explainability.model.Feature) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction) CounterfactualEntity(org.kie.kogito.explainability.local.counterfactual.entities.CounterfactualEntity) TerminationConfig(org.optaplanner.core.config.solver.termination.TerminationConfig) Random(java.util.Random) PredictionOutput(org.kie.kogito.explainability.model.PredictionOutput) PredictionOutput(org.kie.kogito.explainability.model.PredictionOutput) Output(org.kie.kogito.explainability.model.Output) UUID(java.util.UUID) SolverConfig(org.optaplanner.core.config.solver.SolverConfig) ValueSource(org.junit.jupiter.params.provider.ValueSource) ParameterizedTest(org.junit.jupiter.params.ParameterizedTest)

Example 2 with SolverConfig

use of org.optaplanner.core.config.solver.SolverConfig in project kogito-apps by kiegroup.

the class CounterfactualExplainerTest method testIntermediateUniqueIds.

@ParameterizedTest
@ValueSource(ints = { 0, 1, 2 })
void testIntermediateUniqueIds(int seed) throws ExecutionException, InterruptedException, TimeoutException {
    Random random = new Random();
    random.setSeed(seed);
    final List<Output> goal = new ArrayList<>();
    List<Feature> features = List.of(FeatureFactory.newNumericalFeature("f-num1", 10.0, NumericalFeatureDomain.create(0, 20)));
    PredictionProvider model = TestUtils.getFeaturePassModel(0);
    final TerminationConfig terminationConfig = new TerminationConfig().withScoreCalculationCountLimit(100_000L);
    final SolverConfig solverConfig = SolverConfigBuilder.builder().withTerminationConfig(terminationConfig).build();
    solverConfig.setRandomSeed((long) seed);
    solverConfig.setEnvironmentMode(EnvironmentMode.REPRODUCIBLE);
    final List<UUID> intermediateIds = new ArrayList<>();
    final List<UUID> executionIds = new ArrayList<>();
    final Consumer<CounterfactualResult> captureIntermediateIds = counterfactual -> {
        intermediateIds.add(counterfactual.getSolutionId());
    };
    final Consumer<CounterfactualResult> captureExecutionIds = counterfactual -> {
        executionIds.add(counterfactual.getExecutionId());
    };
    final CounterfactualConfig counterfactualConfig = new CounterfactualConfig().withSolverConfig(solverConfig);
    solverConfig.withEasyScoreCalculatorClass(MockCounterFactualScoreCalculator.class);
    final CounterfactualExplainer counterfactualExplainer = new CounterfactualExplainer(counterfactualConfig);
    PredictionInput input = new PredictionInput(features);
    PredictionOutput output = new PredictionOutput(goal);
    final UUID executionId = UUID.randomUUID();
    Prediction prediction = new CounterfactualPrediction(input, output, null, executionId, null);
    final CounterfactualResult counterfactualResult = counterfactualExplainer.explainAsync(prediction, model, captureIntermediateIds.andThen(captureExecutionIds)).get(Config.INSTANCE.getAsyncTimeout(), Config.INSTANCE.getAsyncTimeUnit());
    for (CounterfactualEntity entity : counterfactualResult.getEntities()) {
        logger.debug("Entity: {}", entity);
    }
    // all intermediate Ids must be distinct
    assertEquals((int) intermediateIds.stream().distinct().count(), intermediateIds.size());
    assertEquals(1, (int) executionIds.stream().distinct().count());
    assertEquals(executionIds.get(0), executionId);
}
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Example 3 with SolverConfig

use of org.optaplanner.core.config.solver.SolverConfig in project kogito-apps by kiegroup.

the class CounterfactualExplainerTest method runCounterfactualSearch.

private CounterfactualResult runCounterfactualSearch(Long randomSeed, List<Output> goal, List<Feature> features, PredictionProvider model, double goalThresold) throws InterruptedException, ExecutionException, TimeoutException {
    final TerminationConfig terminationConfig = new TerminationConfig().withScoreCalculationCountLimit(steps);
    final SolverConfig solverConfig = SolverConfigBuilder.builder().withTerminationConfig(terminationConfig).build();
    solverConfig.setRandomSeed(randomSeed);
    solverConfig.setEnvironmentMode(EnvironmentMode.REPRODUCIBLE);
    final CounterfactualConfig counterfactualConfig = new CounterfactualConfig();
    counterfactualConfig.withSolverConfig(solverConfig).withGoalThreshold(goalThresold);
    final CounterfactualExplainer explainer = new CounterfactualExplainer(counterfactualConfig);
    final PredictionInput input = new PredictionInput(features);
    PredictionOutput output = new PredictionOutput(goal);
    Prediction prediction = new CounterfactualPrediction(input, output, null, UUID.randomUUID(), null);
    return explainer.explainAsync(prediction, model).get(predictionTimeOut, predictionTimeUnit);
}
Also used : TerminationConfig(org.optaplanner.core.config.solver.termination.TerminationConfig) PredictionInput(org.kie.kogito.explainability.model.PredictionInput) PredictionOutput(org.kie.kogito.explainability.model.PredictionOutput) Prediction(org.kie.kogito.explainability.model.Prediction) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction) SolverConfig(org.optaplanner.core.config.solver.SolverConfig) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction)

Example 4 with SolverConfig

use of org.optaplanner.core.config.solver.SolverConfig in project kogito-apps by kiegroup.

the class CounterfactualExplainerTest method testTerminationSpentLimitWhenUndefined.

@Test
@SuppressWarnings("unchecked")
void testTerminationSpentLimitWhenUndefined() throws ExecutionException, InterruptedException, TimeoutException {
    ArgumentCaptor<SolverConfig> solverConfigArgumentCaptor = ArgumentCaptor.forClass(SolverConfig.class);
    mockExplainerInvocation(mock(Consumer.class), null);
    verify(solverManagerFactory).apply(solverConfigArgumentCaptor.capture());
    SolverConfig solverConfig = solverConfigArgumentCaptor.getValue();
    assertNull(solverConfig.getTerminationConfig().getSecondsSpentLimit());
}
Also used : Consumer(java.util.function.Consumer) SolverConfig(org.optaplanner.core.config.solver.SolverConfig) Test(org.junit.jupiter.api.Test) ParameterizedTest(org.junit.jupiter.params.ParameterizedTest)

Example 5 with SolverConfig

use of org.optaplanner.core.config.solver.SolverConfig in project kogito-apps by kiegroup.

the class CounterfactualExplainer method explainAsync.

@Override
public CompletableFuture<CounterfactualResult> explainAsync(Prediction prediction, PredictionProvider model, Consumer<CounterfactualResult> intermediateResultsConsumer) {
    final AtomicLong sequenceId = new AtomicLong(0);
    final CounterfactualPrediction cfPrediction = (CounterfactualPrediction) prediction;
    final UUID executionId = cfPrediction.getExecutionId();
    final Long maxRunningTimeSeconds = cfPrediction.getMaxRunningTimeSeconds();
    final List<CounterfactualEntity> entities = CounterfactualEntityFactory.createEntities(prediction.getInput());
    final List<Output> goal = prediction.getOutput().getOutputs();
    // Original features kept as structural reference to re-assemble composite features
    final List<Feature> originalFeatures = prediction.getInput().getFeatures();
    Function<UUID, CounterfactualSolution> initial = uuid -> new CounterfactualSolution(entities, originalFeatures, model, goal, UUID.randomUUID(), executionId, this.counterfactualConfig.getGoalThreshold());
    final CompletableFuture<CounterfactualSolution> cfSolution = CompletableFuture.supplyAsync(() -> {
        SolverConfig solverConfig = this.counterfactualConfig.getSolverConfig();
        if (Objects.nonNull(maxRunningTimeSeconds)) {
            solverConfig.withTerminationSpentLimit(Duration.ofSeconds(maxRunningTimeSeconds));
        }
        try (SolverManager<CounterfactualSolution, UUID> solverManager = this.counterfactualConfig.getSolverManagerFactory().apply(solverConfig)) {
            SolverJob<CounterfactualSolution, UUID> solverJob = solverManager.solveAndListen(executionId, initial, assignSolutionId.andThen(createSolutionConsumer(intermediateResultsConsumer, sequenceId)), null);
            try {
                // Wait until the solving ends
                return solverJob.getFinalBestSolution();
            } catch (ExecutionException e) {
                logger.error("Solving failed: {}", e.getMessage());
                throw new IllegalStateException("Prediction returned an error", e);
            } catch (InterruptedException e) {
                Thread.currentThread().interrupt();
                throw new IllegalStateException("Solving failed (Thread interrupted)", e);
            }
        }
    }, this.counterfactualConfig.getExecutor());
    final CompletableFuture<List<PredictionOutput>> cfOutputs = cfSolution.thenCompose(s -> model.predictAsync(buildInput(s.getEntities())));
    return CompletableFuture.allOf(cfOutputs, cfSolution).thenApply(v -> {
        CounterfactualSolution solution = cfSolution.join();
        return new CounterfactualResult(solution.getEntities(), solution.getOriginalFeatures(), cfOutputs.join(), solution.getScore().isFeasible(), UUID.randomUUID(), solution.getExecutionId(), sequenceId.incrementAndGet());
    });
}
Also used : SolverConfig(org.optaplanner.core.config.solver.SolverConfig) Feature(org.kie.kogito.explainability.model.Feature) Prediction(org.kie.kogito.explainability.model.Prediction) LoggerFactory(org.slf4j.LoggerFactory) CompletableFuture(java.util.concurrent.CompletableFuture) CounterfactualEntity(org.kie.kogito.explainability.local.counterfactual.entities.CounterfactualEntity) SolverManager(org.optaplanner.core.api.solver.SolverManager) Function(java.util.function.Function) CompositeFeatureUtils(org.kie.kogito.explainability.utils.CompositeFeatureUtils) Duration(java.time.Duration) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction) PredictionOutput(org.kie.kogito.explainability.model.PredictionOutput) Logger(org.slf4j.Logger) Executor(java.util.concurrent.Executor) LocalExplainer(org.kie.kogito.explainability.local.LocalExplainer) UUID(java.util.UUID) Collectors(java.util.stream.Collectors) PredictionProvider(org.kie.kogito.explainability.model.PredictionProvider) Objects(java.util.Objects) ExecutionException(java.util.concurrent.ExecutionException) Consumer(java.util.function.Consumer) AtomicLong(java.util.concurrent.atomic.AtomicLong) CounterfactualEntityFactory(org.kie.kogito.explainability.local.counterfactual.entities.CounterfactualEntityFactory) PredictionInput(org.kie.kogito.explainability.model.PredictionInput) List(java.util.List) Output(org.kie.kogito.explainability.model.Output) SolverJob(org.optaplanner.core.api.solver.SolverJob) Feature(org.kie.kogito.explainability.model.Feature) CounterfactualPrediction(org.kie.kogito.explainability.model.CounterfactualPrediction) CounterfactualEntity(org.kie.kogito.explainability.local.counterfactual.entities.CounterfactualEntity) AtomicLong(java.util.concurrent.atomic.AtomicLong) PredictionOutput(org.kie.kogito.explainability.model.PredictionOutput) Output(org.kie.kogito.explainability.model.Output) AtomicLong(java.util.concurrent.atomic.AtomicLong) List(java.util.List) UUID(java.util.UUID) ExecutionException(java.util.concurrent.ExecutionException) SolverConfig(org.optaplanner.core.config.solver.SolverConfig)

Aggregations

SolverConfig (org.optaplanner.core.config.solver.SolverConfig)54 TerminationConfig (org.optaplanner.core.config.solver.termination.TerminationConfig)17 ScoreDirectorFactoryConfig (org.optaplanner.core.config.score.director.ScoreDirectorFactoryConfig)14 LocalSearchPhaseConfig (org.optaplanner.core.config.localsearch.LocalSearchPhaseConfig)12 CounterfactualPrediction (org.kie.kogito.explainability.model.CounterfactualPrediction)11 Prediction (org.kie.kogito.explainability.model.Prediction)11 PredictionInput (org.kie.kogito.explainability.model.PredictionInput)11 PredictionOutput (org.kie.kogito.explainability.model.PredictionOutput)11 Feature (org.kie.kogito.explainability.model.Feature)10 Output (org.kie.kogito.explainability.model.Output)10 PredictionProvider (org.kie.kogito.explainability.model.PredictionProvider)10 Test (org.junit.jupiter.api.Test)9 ConstructionHeuristicPhaseConfig (org.optaplanner.core.config.constructionheuristic.ConstructionHeuristicPhaseConfig)9 LinkedList (java.util.LinkedList)7 CounterfactualEntity (org.kie.kogito.explainability.local.counterfactual.entities.CounterfactualEntity)7 LocalSearchForagerConfig (org.optaplanner.core.config.localsearch.decider.forager.LocalSearchForagerConfig)7 VehicleRoutingSolution (org.optaplanner.examples.vehiclerouting.domain.VehicleRoutingSolution)7 ParameterizedTest (org.junit.jupiter.params.ParameterizedTest)6 Value (org.kie.kogito.explainability.model.Value)6 UnionMoveSelectorConfig (org.optaplanner.core.config.heuristic.selector.move.composite.UnionMoveSelectorConfig)6