Examples with PMMLPortObjectSpecCreator org.knime.core.node.port.pmml.PMMLPortObjectSpecCreator used on opensource projects

Example 26 with PMMLPortObjectSpecCreator

use of org.knime.core.node.port.pmml.PMMLPortObjectSpecCreator in project knime-core by knime.

the class BinnerNodeModel method configure.

/**
 * Passes the input spec to the output.
 *
 * @param inSpecs The input spec.
 * @return The generated output specs.
 * @throws InvalidSettingsException If column to bin cannot be identified.
 */
@Override
protected PortObjectSpec[] configure(final PortObjectSpec[] inSpecs) throws InvalidSettingsException {
    DataTableSpec inDataSpec = (DataTableSpec) inSpecs[DATA_INPORT];
    PMMLPortObjectSpec inModelSpec = m_pmmlInEnabled ? (PMMLPortObjectSpec) inSpecs[MODEL_INPORT] : null;
    for (String columnKey : m_columnToBins.keySet()) {
        assert m_columnToAppended.containsKey(columnKey) : columnKey;
        if (!inDataSpec.containsName(columnKey)) {
            throw new InvalidSettingsException("Binner: column \"" + columnKey + "\" not found in spec.");
        }
        if (!inDataSpec.getColumnSpec(columnKey).getType().isCompatible(DoubleValue.class)) {
            throw new InvalidSettingsException("Binner: column \"" + columnKey + "\" not compatible with double-type.");
        }
        String appended = m_columnToAppended.get(columnKey);
        if (appended != null) {
            if (inDataSpec.containsName(appended)) {
                throw new InvalidSettingsException("Binner: duplicate " + "appended column \"" + appended + "\" in spec.");
            }
        }
    }
    // set warning when no binning is defined
    if (m_columnToBins.isEmpty()) {
        super.setWarningMessage("No column select for binning.");
    }
    // generate numeric binned table spec
    DataTableSpec outDataSpec = createColumnRearranger(inDataSpec).createSpec();
    if (!m_pmmlOutEnabled) {
        return new PortObjectSpec[] { outDataSpec };
    }
    PMMLPortObjectSpecCreator pmmlSpecCreator = new PMMLPortObjectSpecCreator(inModelSpec, outDataSpec);
    return new PortObjectSpec[] { outDataSpec, pmmlSpecCreator.createSpec() };
}

Example 27 with PMMLPortObjectSpecCreator

use of org.knime.core.node.port.pmml.PMMLPortObjectSpecCreator in project knime-core by knime.

the class Many2OneCol2PMMLNodeModel method configure.

/**
 * {@inheritDoc}
 */
@Override
protected PortObjectSpec[] configure(final PortObjectSpec[] inSpecs) throws InvalidSettingsException {
    DataTableSpec inDataSpec = (DataTableSpec) inSpecs[0];
    String[] includes = m_includedColumns.applyTo(inDataSpec).getIncludes();
    if (includes.length <= 0) {
        setWarningMessage("No column selected. Node will have no effect!");
    }
    // if it is not a reg exp it must be double compatible
    if (!m_includeMethod.getStringValue().equals(IncludeMethod.RegExpPattern.name())) {
        for (String colName : includes) {
            if (!inDataSpec.getColumnSpec(colName).getType().isCompatible(DoubleValue.class)) {
                throw new InvalidSettingsException("For selected include method '" + m_includeMethod.getStringValue() + "' only double compatible values are allowed." + " Column '" + colName + "' is not.");
            }
        }
    }
    ColumnRearranger rearranger = createRearranger(inDataSpec, getCellFactory(inDataSpec));
    if (m_pmmlOutEnabled) {
        PMMLPortObjectSpec pmmlSpec = m_pmmlInEnabled ? (PMMLPortObjectSpec) inSpecs[1] : null;
        PMMLPortObjectSpecCreator pmmlSpecCreator = new PMMLPortObjectSpecCreator(pmmlSpec, inDataSpec);
        return new PortObjectSpec[] { rearranger.createSpec(), pmmlSpecCreator.createSpec() };
    } else {
        return new DataTableSpec[] { rearranger.createSpec() };
    }
}

Example 28 with PMMLPortObjectSpecCreator

use of org.knime.core.node.port.pmml.PMMLPortObjectSpecCreator in project knime-core by knime.

the class MissingValueHandlerNodeModel method execute.

/**
 * {@inheritDoc}
 */
@Override
protected PortObject[] execute(final PortObject[] inData, final ExecutionContext exec) throws Exception {
    BufferedDataTable inTable = (BufferedDataTable) inData[0];
    DataTableSpec inSpec = inTable.getDataTableSpec();
    MissingCellReplacingDataTable mvTable = new MissingCellReplacingDataTable(inSpec, m_settings);
    // Calculate the statistics
    exec.setMessage("Calculating statistics");
    mvTable.init(inTable, exec.createSubExecutionContext(0.5));
    long rowCounter = 0;
    final long numOfRows = inTable.size();
    DataContainer container = exec.createDataContainer(mvTable.getDataTableSpec());
    ExecutionContext tableSubExec = exec.createSubExecutionContext(0.4);
    exec.setMessage("Replacing missing values");
    for (DataRow row : mvTable) {
        tableSubExec.checkCanceled();
        if (row != null) {
            tableSubExec.setProgress(++rowCounter / (double) numOfRows, "Processed row " + rowCounter + "/" + numOfRows + " (\"" + row.getKey() + "\")");
            container.addRowToTable(row);
        } else {
            tableSubExec.setProgress(++rowCounter / (double) numOfRows, "Processed row " + rowCounter + "/" + numOfRows);
        }
    }
    container.close();
    // Collect warning messages
    String warnings = mvTable.finish();
    // Handle the warnings
    if (warnings.length() > 0) {
        setWarningMessage(warnings);
    }
    exec.setMessage("Generating PMML");
    // Init PMML output port
    PMMLPortObject pmmlPort = new PMMLPortObject(new PMMLPortObjectSpecCreator(inSpec).createSpec());
    pmmlPort.addModelTranslater(mvTable.getPMMLTranslator());
    return new PortObject[] { (BufferedDataTable) container.getTable(), pmmlPort };
}

Example 29 with PMMLPortObjectSpecCreator

use of org.knime.core.node.port.pmml.PMMLPortObjectSpecCreator in project knime-core by knime.

the class MissingValueHandlerNodeModel method configure.

/**
 * {@inheritDoc}
 */
@Override
protected PortObjectSpec[] configure(final PortObjectSpec[] inSpecs) throws InvalidSettingsException {
    m_settings.configure((DataTableSpec) inSpecs[0]);
    MissingCellReplacingDataTable mvTable = new MissingCellReplacingDataTable((DataTableSpec) inSpecs[0], m_settings);
    PMMLPortObjectSpecCreator pmmlC = new PMMLPortObjectSpecCreator((DataTableSpec) inSpecs[0]);
    return new PortObjectSpec[] { mvTable.getDataTableSpec(), pmmlC.createSpec() };
}

Example 30 with PMMLPortObjectSpecCreator

use of org.knime.core.node.port.pmml.PMMLPortObjectSpecCreator in project knime-core by knime.

the class StringToNumberNodeModel method configure.

/**
 * {@inheritDoc}
 */
@Override
protected PortObjectSpec[] configure(final PortObjectSpec[] inSpecs) throws InvalidSettingsException {
    // find indices to work on
    DataTableSpec dts = (DataTableSpec) inSpecs[0];
    int[] indices = findColumnIndices(dts);
    ConverterFactory converterFac = new ConverterFactory(indices, dts, m_parseType);
    ColumnRearranger colre = new ColumnRearranger(dts);
    colre.replace(converterFac, indices);
    DataTableSpec newspec = colre.createSpec();
    // create the PMML spec based on the optional incoming PMML spec
    PMMLPortObjectSpec pmmlSpec = m_pmmlInEnabled ? (PMMLPortObjectSpec) inSpecs[1] : null;
    PMMLPortObjectSpecCreator pmmlSpecCreator = new PMMLPortObjectSpecCreator(pmmlSpec, dts);
    return new PortObjectSpec[] { newspec, pmmlSpecCreator.createSpec() };
}