Java Code Examples for org.jpmml.evaluator.Evaluator#getActiveFields()
The following examples show how to use
org.jpmml.evaluator.Evaluator#getActiveFields() .
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Example 1
Source File: MLModelRegistryService.java From registry with Apache License 2.0 | 5 votes |
private List<MLModelField> doGetInputFieldsFromPMMLStream(String pmmlContents) throws SAXException, JAXBException { final List<MLModelField> fieldNames = new ArrayList<>(); PMMLManager pmmlManager = new PMMLManager(IOUtil.unmarshal(new ByteArrayInputStream(pmmlContents.getBytes()))); Evaluator modelEvaluator = (ModelEvaluator<?>) pmmlManager.getModelManager(null, ModelEvaluatorFactory.getInstance()); for (FieldName predictedField : modelEvaluator.getActiveFields()) { fieldNames.add(getModelField(modelEvaluator.getDataField(predictedField))); } return fieldNames; }
Example 2
Source File: MLModelRegistryService.java From streamline with Apache License 2.0 | 5 votes |
private List<MLModelField> doGetInputFieldsFromPMMLStream(String pmmlContents) throws SAXException, JAXBException, UnsupportedEncodingException { final List<MLModelField> fieldNames = new ArrayList<>(); PMMLManager pmmlManager = new PMMLManager(IOUtil.unmarshal(new ByteArrayInputStream(pmmlContents.getBytes("UTF-8")))); Evaluator modelEvaluator = (ModelEvaluator<?>) pmmlManager.getModelManager(null, ModelEvaluatorFactory.getInstance()); for (FieldName predictedField: modelEvaluator.getActiveFields()) { fieldNames.add(getModelField(modelEvaluator.getDataField(predictedField))); } return fieldNames; }
Example 3
Source File: PmmlProcessorConfiguration.java From spring-cloud-stream-app-starters with Apache License 2.0 | 4 votes |
@ServiceActivator(inputChannel = Processor.INPUT, outputChannel = Processor.OUTPUT) public Object evaluate(Message<?> input) { Model model = selectModel(input); Evaluator evaluator = modelEvaluatorFactory.newModelManager(pmml, model); Map<FieldName, FieldValue> arguments = new LinkedHashMap<>(); List<FieldName> activeFields = evaluator.getActiveFields(); for (FieldName activeField : activeFields) { // The raw (ie. user-supplied) value could be any Java primitive value Object rawValue = resolveActiveValue(input, activeField.getValue()); // The raw value is passed through: // 1) outlier treatment, // 2) missing value treatment, // 3) invalid value treatment // and 4) type conversion FieldValue activeValue = evaluator.prepare(activeField, rawValue); arguments.put(activeField, activeValue); } Map<FieldName, ?> results = evaluator.evaluate(arguments); MutableMessage<?> result = convertToMutable(input); for (Map.Entry<FieldName, ?> entry : results.entrySet()) { String fieldName = null; if (entry.getKey()==null) fieldName = DEFAULT_OUTPUT_FIELD; else fieldName = entry.getKey().getValue(); Expression expression = properties.getOutputs().get(fieldName); if (expression == null) { expression = spelExpressionParser.parseExpression("payload." + fieldName); } if (logger.isDebugEnabled()) { logger.debug("Setting result field named " + fieldName + " using SpEL[" + expression + " = " + entry.getValue() + "]"); } expression.setValue(evaluationContext, result, entry.getValue()); } return result; }