Examples with OPTYPE org.dmg.pmml.OPTYPE used on opensource projects

Example 6 with OPTYPE

use of org.dmg.pmml.OPTYPE in project shifu by ShifuML.

the class CsvUtil method prepare.

public static FieldValue prepare(InputField inputField, Object value) {
    if (value instanceof Collection) {
        Collection<?> rawValues = (Collection<?>) value;
        DataType dataType = null;
        OpType opType = null;
        Collection<Object> preparedValues = createCollection(rawValues);
        for (Object rawValue : rawValues) {
            FieldValue preparedValue = inputField.prepare(rawValue);
            if (preparedValue != null) {
                if (dataType == null) {
                    dataType = preparedValue.getDataType();
                }
                if (opType == null) {
                    opType = preparedValue.getOpType();
                }
            }
            preparedValues.add(FieldValueUtil.getValue(preparedValue));
        }
        return FieldValueUtil.create(dataType, opType, preparedValues);
    }
    return inputField.prepare(value);
}

Example 7 with OPTYPE

use of org.dmg.pmml.OPTYPE in project jpmml-r by jpmml.

the class FormulaUtil method createFormula.

public static Formula createFormula(RExp terms, FormulaContext context, RExpEncoder encoder) {
    Formula formula = new Formula(encoder);
    RIntegerVector factors = terms.getIntegerAttribute("factors");
    RStringVector dataClasses = terms.getStringAttribute("dataClasses", false);
    RStringVector variableRows = factors.dimnames(0);
    RStringVector termColumns = factors.dimnames(1);
    VariableMap expressionFields = new VariableMap();
    for (int i = 0; i < variableRows.size(); i++) {
        String variable = variableRows.getDequotedValue(i);
        String name = variable;
        OpType opType = OpType.CONTINUOUS;
        DataType dataType;
        if (dataClasses != null) {
            dataType = RExpUtil.getDataType(dataClasses.getElement(variable));
        } else {
            RVector<?> data = context.getData(name);
            if (data != null) {
                dataType = data.getDataType();
            } else {
                throw new IllegalArgumentException();
            }
        }
        List<String> categories = context.getCategories(variable);
        if (categories != null && categories.size() > 0) {
            opType = OpType.CATEGORICAL;
        }
        Expression expression = null;
        String shortName = name;
        expression: if ((variable.indexOf('(') > -1 && variable.indexOf(')') > -1) || (variable.indexOf(' ') > -1)) {
            try {
                expression = ExpressionTranslator.translateExpression(variable);
            } catch (Exception e) {
                break expression;
            }
            FunctionExpression functionExpression;
            if (expression instanceof FunctionExpression) {
                functionExpression = (FunctionExpression) expression;
            } else {
                FunctionExpression.Argument xArgument = new FunctionExpression.Argument("x", expression) {

                    @Override
                    public String formatExpression() {
                        return variable;
                    }
                };
                functionExpression = new FunctionExpression("base", "I", Collections.singletonList(xArgument));
            }
            if (functionExpression.hasId("base", "cut")) {
                expression = encodeCutExpression(functionExpression, categories, expressionFields, encoder);
            } else if (functionExpression.hasId("base", "I")) {
                expression = encodeIdentityExpression(functionExpression, expressionFields, encoder);
            } else if (functionExpression.hasId("base", "ifelse")) {
                expression = encodeIfElseExpression(functionExpression, expressionFields, encoder);
            } else if (functionExpression.hasId("plyr", "mapvalues")) {
                expression = encodeMapValuesExpression(functionExpression, categories, expressionFields, encoder);
            } else if (functionExpression.hasId("plyr", "revalue")) {
                expression = encodeReValueExpression(functionExpression, categories, expressionFields, encoder);
            } else {
                expression = null;
                break expression;
            }
            FunctionExpression.Argument xArgument = functionExpression.getArgument("x", 0);
            String value = (xArgument.formatExpression()).trim();
            shortName = (functionExpression.hasId("base", "I") ? value : (functionExpression.getFunction() + "(" + value + ")"));
        }
        List<String> categoryNames;
        List<?> categoryValues;
        if (dataType == DataType.BOOLEAN) {
            opType = OpType.CATEGORICAL;
            categoryNames = Arrays.asList("FALSE", "TRUE");
            categoryValues = Arrays.asList(Boolean.FALSE, Boolean.TRUE);
        } else {
            categoryNames = categories;
            categoryValues = categories;
        }
        if (expression != null) {
            DerivedField derivedField = encoder.createDerivedField(name, opType, dataType, expression).addExtensions(PMMLUtil.createExtension("variable", (Object) variable));
            if (categoryNames != null && categoryNames.size() > 0) {
                formula.addField(derivedField, categoryNames, categoryValues);
            } else {
                formula.addField(derivedField);
            }
            if (!(name).equals(shortName)) {
                encoder.renameField(name, shortName);
            }
        } else {
            if (categoryNames != null && categoryNames.size() > 0) {
                DataField dataField = encoder.createDataField(name, OpType.CATEGORICAL, dataType, categories);
                formula.addField(dataField, categoryNames, categoryValues);
            } else {
                DataField dataField = encoder.createDataField(name, OpType.CONTINUOUS, dataType);
                formula.addField(dataField);
            }
        }
    }
    Collection<Map.Entry<String, List<String>>> entries = expressionFields.entrySet();
    for (Map.Entry<String, List<String>> entry : entries) {
        String name = entry.getKey();
        List<String> categories = entry.getValue();
        DataField dataField = encoder.getDataField(name);
        if (dataField == null) {
            OpType opType = OpType.CONTINUOUS;
            DataType dataType = DataType.DOUBLE;
            if (categories != null && categories.size() > 0) {
                opType = OpType.CATEGORICAL;
            }
            RVector<?> data = context.getData(name);
            if (data != null) {
                dataType = data.getDataType();
            }
            dataField = encoder.createDataField(name, opType, dataType, categories);
        }
    }
    return formula;
}

Example 8 with OPTYPE

use of org.dmg.pmml.OPTYPE in project jpmml-r by jpmml.

the class RExpEncoder method addFeature.

public void addFeature(Field<?> field) {
    Feature feature;
    OpType opType = field.requireOpType();
    switch(opType) {
        case CATEGORICAL:
            feature = new CategoricalFeature(this, (DataField) field);
            break;
        case CONTINUOUS:
            feature = new ContinuousFeature(this, field);
            break;
        default:
            throw new IllegalArgumentException();
    }
    addFeature(feature);
}

Example 9 with OPTYPE

use of org.dmg.pmml.OPTYPE in project jpmml-r by jpmml.

the class RExpEncoder method setLabel.

public void setLabel(DataField dataField) {
    Label label;
    OpType opType = dataField.requireOpType();
    switch(opType) {
        case CATEGORICAL:
            label = new CategoricalLabel(dataField);
            break;
        case CONTINUOUS:
            label = new ContinuousLabel(dataField);
            break;
        default:
            throw new IllegalArgumentException();
    }
    setLabel(label);
}