Examples with CounterfactualDomainRange org.kie.kogito.explainability.api.CounterfactualDomainRange used on opensource projects

Example 11 with CounterfactualDomainRange

use of org.kie.kogito.explainability.api.CounterfactualDomainRange in project kogito-apps by kiegroup.

the class CounterfactualExplainerServiceHandlerTest method testGetPredictionWithFlatSearchDomainsFixed.

@Test
public void testGetPredictionWithFlatSearchDomainsFixed() {
    CounterfactualExplainabilityRequest request = new CounterfactualExplainabilityRequest(EXECUTION_ID, SERVICE_URL, MODEL_IDENTIFIER, COUNTERFACTUAL_ID, List.of(new NamedTypedValue("output1", new UnitValue("number", new IntNode(25)))), Collections.emptyList(), List.of(new CounterfactualSearchDomain("output1", new CounterfactualSearchDomainUnitValue("number", "number", true, new CounterfactualDomainRange(new IntNode(10), new IntNode(20))))), MAX_RUNNING_TIME_SECONDS);
    Prediction prediction = handler.getPrediction(request);
    assertTrue(prediction instanceof CounterfactualPrediction);
    CounterfactualPrediction counterfactualPrediction = (CounterfactualPrediction) prediction;
    assertEquals(1, counterfactualPrediction.getInput().getFeatures().size());
    Feature feature1 = counterfactualPrediction.getInput().getFeatures().get(0);
    assertTrue(feature1.getDomain() instanceof EmptyFeatureDomain);
    assertEquals(counterfactualPrediction.getMaxRunningTimeSeconds(), request.getMaxRunningTimeSeconds());
}

Example 12 with CounterfactualDomainRange

use of org.kie.kogito.explainability.api.CounterfactualDomainRange in project kogito-apps by kiegroup.

the class ConversionUtilsTest method getDoubleSearchDomain.

private static CounterfactualSearchDomain getDoubleSearchDomain(String name, double lowerBound, double upperBound) {
    final CounterfactualDomainRange range = new CounterfactualDomainRange(DoubleNode.valueOf(lowerBound), DoubleNode.valueOf(upperBound));
    CounterfactualSearchDomainUnitValue searchDomain = new CounterfactualSearchDomainUnitValue("double", "double", Boolean.FALSE, range);
    return new CounterfactualSearchDomain(name, searchDomain);
}

Example 13 with CounterfactualDomainRange

use of org.kie.kogito.explainability.api.CounterfactualDomainRange in project kogito-apps by kiegroup.

the class ConversionUtilsTest method testToFeatureDomain_UnitRangeInteger.

@Test
void testToFeatureDomain_UnitRangeInteger() {
    FeatureDomain featureDomain = ConversionUtils.toFeatureDomain(new CounterfactualSearchDomainUnitValue("int", "int", true, new CounterfactualDomainRange(IntNode.valueOf(18), IntNode.valueOf(65))));
    assertTrue(featureDomain instanceof NumericalFeatureDomain);
    NumericalFeatureDomain numericalFeatureDomain = (NumericalFeatureDomain) featureDomain;
    assertEquals(18.0, numericalFeatureDomain.getLowerBound());
    assertEquals(65.0, numericalFeatureDomain.getUpperBound());
    assertNull(numericalFeatureDomain.getCategories());
}

Example 14 with CounterfactualDomainRange

use of org.kie.kogito.explainability.api.CounterfactualDomainRange in project kogito-apps by kiegroup.

the class ExplainabilityApiV1IT method testCounterfactualRequestWithStructuredModel.

@Test
@SuppressWarnings("unchecked")
void testCounterfactualRequestWithStructuredModel() {
    ArgumentCaptor<List<NamedTypedValue>> goalsCaptor = ArgumentCaptor.forClass(List.class);
    ArgumentCaptor<List<CounterfactualSearchDomain>> searchDomainsCaptor = ArgumentCaptor.forClass(List.class);
    mockServiceWithCounterfactualRequest();
    CounterfactualRequestResponse response = given().filter(new RequestLoggingFilter()).filter(new ResponseLoggingFilter()).contentType(MediaType.APPLICATION_JSON).body(getCounterfactualWithStructuredModelJsonRequest()).when().post("/executions/decisions/" + TEST_EXECUTION_ID + "/explanations/counterfactuals").as(CounterfactualRequestResponse.class);
    assertNotNull(response);
    assertNotNull(response.getExecutionId());
    assertNotNull(response.getCounterfactualId());
    assertEquals(response.getExecutionId(), TEST_EXECUTION_ID);
    assertEquals(response.getCounterfactualId(), TEST_COUNTERFACTUAL_ID);
    verify(executionService).requestCounterfactuals(eq(TEST_EXECUTION_ID), goalsCaptor.capture(), searchDomainsCaptor.capture());
    List<NamedTypedValue> goalsParameter = goalsCaptor.getValue();
    assertNotNull(goalsParameter);
    assertEquals(1, goalsParameter.size());
    NamedTypedValue goal1 = goalsParameter.get(0);
    assertEquals(TypedValue.Kind.STRUCTURE, goal1.getValue().getKind());
    assertEquals("Fine", goal1.getName());
    assertEquals("tFine", goal1.getValue().getType());
    assertEquals(2, goal1.getValue().toStructure().getValue().size());
    Iterator<Map.Entry<String, TypedValue>> goal1ChildIterator = goal1.getValue().toStructure().getValue().entrySet().iterator();
    Map.Entry<String, TypedValue> goal1Child1 = goal1ChildIterator.next();
    Map.Entry<String, TypedValue> goal1Child2 = goal1ChildIterator.next();
    assertEquals(TypedValue.Kind.UNIT, goal1Child1.getValue().getKind());
    assertEquals("Amount", goal1Child1.getKey());
    assertEquals("number", goal1Child1.getValue().getType());
    assertEquals(100, goal1Child1.getValue().toUnit().getValue().asInt());
    assertEquals(TypedValue.Kind.UNIT, goal1Child2.getValue().getKind());
    assertEquals("Points", goal1Child2.getKey());
    assertEquals("number", goal1Child2.getValue().getType());
    assertEquals(0, goal1Child2.getValue().toUnit().getValue().asInt());
    List<CounterfactualSearchDomain> searchDomainsParameter = searchDomainsCaptor.getValue();
    assertNotNull(searchDomainsParameter);
    assertEquals(1, searchDomainsParameter.size());
    CounterfactualSearchDomain domain1 = searchDomainsParameter.get(0);
    assertEquals(TypedValue.Kind.STRUCTURE, domain1.getValue().getKind());
    assertEquals("Violation", domain1.getName());
    assertEquals("tViolation", domain1.getValue().getType());
    assertEquals(3, domain1.getValue().toStructure().getValue().size());
    Iterator<Map.Entry<String, CounterfactualSearchDomainValue>> domain1ChildIterator = domain1.getValue().toStructure().getValue().entrySet().iterator();
    Map.Entry<String, CounterfactualSearchDomainValue> domain1Child1 = domain1ChildIterator.next();
    Map.Entry<String, CounterfactualSearchDomainValue> domain1Child2 = domain1ChildIterator.next();
    Map.Entry<String, CounterfactualSearchDomainValue> domain1Child3 = domain1ChildIterator.next();
    assertEquals(TypedValue.Kind.UNIT, domain1Child1.getValue().getKind());
    assertFalse(domain1Child1.getValue().toUnit().isFixed());
    assertEquals("Type", domain1Child1.getKey());
    assertEquals("string", domain1Child1.getValue().getType());
    assertNotNull(domain1Child1.getValue().toUnit().getDomain());
    assertTrue(domain1Child1.getValue().toUnit().getDomain() instanceof CounterfactualDomainCategorical);
    CounterfactualDomainCategorical domain1Child1Def = (CounterfactualDomainCategorical) domain1Child1.getValue().toUnit().getDomain();
    assertEquals(2, domain1Child1Def.getCategories().size());
    assertTrue(domain1Child1Def.getCategories().stream().map(JsonNode::asText).collect(Collectors.toList()).containsAll(Arrays.asList("speed", "driving under the influence")));
    assertEquals(TypedValue.Kind.UNIT, domain1Child2.getValue().getKind());
    assertFalse(domain1Child2.getValue().toUnit().isFixed());
    assertEquals("Actual Speed", domain1Child2.getKey());
    assertEquals("number", domain1Child2.getValue().getType());
    assertNotNull(domain1Child2.getValue().toUnit().getDomain());
    assertTrue(domain1Child2.getValue().toUnit().getDomain() instanceof CounterfactualDomainRange);
    CounterfactualDomainRange domain1Child2Def = (CounterfactualDomainRange) domain1Child2.getValue().toUnit().getDomain();
    assertEquals(0, domain1Child2Def.getLowerBound().asInt());
    assertEquals(100, domain1Child2Def.getUpperBound().asInt());
    assertEquals(TypedValue.Kind.UNIT, domain1Child3.getValue().getKind());
    assertFalse(domain1Child3.getValue().toUnit().isFixed());
    assertEquals("Speed Limit", domain1Child3.getKey());
    assertEquals("number", domain1Child3.getValue().getType());
    assertNotNull(domain1Child3.getValue().toUnit().getDomain());
    assertTrue(domain1Child3.getValue().toUnit().getDomain() instanceof CounterfactualDomainRange);
    CounterfactualDomainRange domain1Child3Def = (CounterfactualDomainRange) domain1Child3.getValue().toUnit().getDomain();
    assertEquals(0, domain1Child3Def.getLowerBound().asInt());
    assertEquals(100, domain1Child3Def.getUpperBound().asInt());
}

Example 15 with CounterfactualDomainRange

use of org.kie.kogito.explainability.api.CounterfactualDomainRange in project kogito-apps by kiegroup.

the class ExplainabilityApiV1IT method testCounterfactualRequest.

@Test
@SuppressWarnings("unchecked")
void testCounterfactualRequest() {
    ArgumentCaptor<List<NamedTypedValue>> goalsCaptor = ArgumentCaptor.forClass(List.class);
    ArgumentCaptor<List<CounterfactualSearchDomain>> searchDomainsCaptor = ArgumentCaptor.forClass(List.class);
    mockServiceWithCounterfactualRequest();
    CounterfactualRequestResponse response = given().filter(new RequestLoggingFilter()).filter(new ResponseLoggingFilter()).contentType(MediaType.APPLICATION_JSON).body(getCounterfactualJsonRequest()).when().post("/executions/decisions/" + TEST_EXECUTION_ID + "/explanations/counterfactuals").as(CounterfactualRequestResponse.class);
    assertNotNull(response);
    assertNotNull(response.getExecutionId());
    assertNotNull(response.getCounterfactualId());
    assertEquals(response.getExecutionId(), TEST_EXECUTION_ID);
    assertEquals(response.getCounterfactualId(), TEST_COUNTERFACTUAL_ID);
    verify(executionService).requestCounterfactuals(eq(TEST_EXECUTION_ID), goalsCaptor.capture(), searchDomainsCaptor.capture());
    List<NamedTypedValue> goalsParameter = goalsCaptor.getValue();
    assertNotNull(goalsParameter);
    assertEquals(2, goalsParameter.size());
    NamedTypedValue goal1 = goalsParameter.get(0);
    assertEquals(TypedValue.Kind.UNIT, goal1.getValue().getKind());
    assertEquals("deposit", goal1.getName());
    assertEquals("number", goal1.getValue().getType());
    assertEquals(5000, goal1.getValue().toUnit().getValue().asInt());
    NamedTypedValue goal2 = goalsParameter.get(1);
    assertEquals(TypedValue.Kind.UNIT, goal2.getValue().getKind());
    assertEquals("approved", goal2.getName());
    assertEquals("boolean", goal2.getValue().getType());
    assertEquals(Boolean.TRUE, goal2.getValue().toUnit().getValue().asBoolean());
    List<CounterfactualSearchDomain> searchDomainsParameter = searchDomainsCaptor.getValue();
    assertNotNull(searchDomainsParameter);
    assertEquals(3, searchDomainsParameter.size());
    CounterfactualSearchDomain domain1 = searchDomainsParameter.get(0);
    assertEquals(TypedValue.Kind.UNIT, domain1.getValue().getKind());
    assertTrue(domain1.getValue().toUnit().isFixed());
    assertEquals("age", domain1.getName());
    assertEquals("number", domain1.getValue().getType());
    assertNull(domain1.getValue().toUnit().getDomain());
    CounterfactualSearchDomain domain2 = searchDomainsParameter.get(1);
    assertEquals(TypedValue.Kind.UNIT, domain2.getValue().getKind());
    assertFalse(domain2.getValue().toUnit().isFixed());
    assertEquals("income", domain2.getName());
    assertEquals("number", domain2.getValue().getType());
    assertNotNull(domain2.getValue().toUnit().getDomain());
    assertTrue(domain2.getValue().toUnit().getDomain() instanceof CounterfactualDomainRange);
    CounterfactualDomainRange domain2Def = (CounterfactualDomainRange) domain2.getValue().toUnit().getDomain();
    assertEquals(0, domain2Def.getLowerBound().asInt());
    assertEquals(1000, domain2Def.getUpperBound().asInt());
    CounterfactualSearchDomain domain3 = searchDomainsParameter.get(2);
    assertEquals(TypedValue.Kind.UNIT, domain3.getValue().getKind());
    assertFalse(domain3.getValue().toUnit().isFixed());
    assertEquals("taxCode", domain3.getName());
    assertEquals("string", domain3.getValue().getType());
    assertNotNull(domain3.getValue().toUnit().getDomain());
    assertTrue(domain3.getValue().toUnit().getDomain() instanceof CounterfactualDomainCategorical);
    CounterfactualDomainCategorical domain3Def = (CounterfactualDomainCategorical) domain3.getValue().toUnit().getDomain();
    assertEquals(3, domain3Def.getCategories().size());
    assertTrue(domain3Def.getCategories().stream().map(JsonNode::asText).collect(Collectors.toList()).containsAll(Arrays.asList("A", "B", "C")));
}