Examples with AssociationModel org.dmg.pmml.association.AssociationModel used on opensource projects

Example 1 with AssociationModel

use of org.dmg.pmml.association.AssociationModel in project jpmml-sparkml by jpmml.

the class AssociationRulesTest method evaluateFPGrowthShopping.

@Test
public void evaluateFPGrowthShopping() throws Exception {
    Predicate<ResultField> predicate = (resultField -> true);
    Equivalence<Object> equivalence = getEquivalence();
    try (SparkMLTestBatch batch = (SparkMLTestBatch) createBatch(FP_GROWTH, SHOPPING, predicate, equivalence)) {
        PMML pmml = batch.getPMML();
        Model model = Iterables.getOnlyElement(pmml.getModels());
        assertTrue(model instanceof AssociationModel);
    }
}

Example 2 with AssociationModel

use of org.dmg.pmml.association.AssociationModel in project jpmml-sparkml by jpmml.

the class FPGrowthModelConverter method encodeModel.

@Override
public AssociationModel encodeModel(Schema schema) {
    FPGrowthModel model = getTransformer();
    List<? extends Feature> features = schema.getFeatures();
    SchemaUtil.checkSize(1, features);
    Feature feature = features.get(0);
    Map<String, Item> items = new LinkedHashMap<>();
    Map<List<String>, Itemset> itemsets = new LinkedHashMap<>();
    List<AssociationRule> associationRules = new ArrayList<>();
    List<Row> associationRuleRows = (model.associationRules()).collectAsList();
    for (Row associationRuleRow : associationRuleRows) {
        List<String> antecedent = JavaConversions.seqAsJavaList((Seq) associationRuleRow.apply(0));
        List<String> consequent = JavaConversions.seqAsJavaList((Seq) associationRuleRow.apply(1));
        Double confidence = (Double) associationRuleRow.apply(2);
        // XXX
        Double lift = 0d;
        Double support = 0d;
        Itemset antecedentItemset = ensureItemset(feature, antecedent, itemsets, items);
        Itemset consequentItemset = ensureItemset(feature, consequent, itemsets, items);
        AssociationRule associationRule = new AssociationRule().setAntecedent(antecedentItemset.getId()).setConsequent(consequentItemset.getId());
        associationRule = associationRule.setConfidence(confidence).setLift(lift).setSupport(support);
        associationRules.add(associationRule);
    }
    // XXX
    int numberOfTransactions = 0;
    MiningField transactionMiningField = ModelUtil.createMiningField(FieldName.create("transaction"), MiningField.UsageType.GROUP);
    MiningSchema miningSchema = new MiningSchema().addMiningFields(transactionMiningField);
    AssociationModel associationModel = new AssociationModel(MiningFunction.ASSOCIATION_RULES, numberOfTransactions, model.getMinSupport(), model.getMinConfidence(), items.size(), itemsets.size(), associationRules.size(), miningSchema);
    (associationModel.getItems()).addAll(items.values());
    (associationModel.getItemsets()).addAll(itemsets.values());
    (associationModel.getAssociationRules()).addAll(associationRules);
    return associationModel;
}