Java Class Model API for Predictive Model Markup Language (PMML).
- Full support for PMML 3.0, 3.1, 3.2, 4.0, 4.1, 4.2, 4.3 and 4.4 schemas:
- Schema version annotations.
- Extension elements, attributes, enum values.
- Enhanced API:
- Class hierarchy.
- Marker interfaces for common traits.
- Value constructors.
- Method chaining-friendly setter methods.
- Optional SAX Locator information.
- Visitor pattern:
- Validation agents.
- Optimization and transformation agents.
- Supported platforms:
- Java SE and EE.
- Android.
- Google Web Toolkit (GWT).
- Supported JAXB runtimes:
- Supported SerDe runtimes:
- Java 11 or newer.
JPMML-Model library JAR files (together with accompanying Java source and Javadocs JAR files) are released via Maven Central Repository.
The current version is 1.6.6 (1 October, 2024).
<dependency>
<groupId>org.jpmml</groupId>
<artifactId>pmml-model</artifactId>
<version>1.6.6</version>
</dependency>The class model consists of two types of classes. There is a small number of manually crafted classes that are used for structuring the class hierarchy. They are permanently stored in the Java sources directory /pmml-model/src/main/java. Additionally, there is a much greater number of automatically generated classes that represent actual PMML elements. They can be found in the generated Java sources directory /pmml-model/target/generated-sources/xjc after a successful build operation.
All class model classes descend from class org.dmg.pmml.PMMLObject. Additional class hierarchy levels, if any, represent common behaviour and/or features. For example, all model classes descend from class org.dmg.pmml.Model.
The class model should be self-explanatory. The application developer is advised to consult with the latest PMML specification about the specifics of individual PMML elements and attributes.
Loading any PMML schema version 3.X or 4.X document into live org.dmg.pmml.PMML instance:
public PMML load(InputStream is) throws SAXException, JAXBException {
return org.jpmml.model.PMMLUtil.unmarshal(is);
}Important: It is the responsibility of the application developer to ensure that the XML document does not contain malicious content (eg. XEE and XXE attacks).
Deleting SAX Locator information from the class model:
public void optimize(PMML pmml){
LocatorNullifier nullifier = new LocatorNullifier();
nullifier.applyTo(pmml);
}Storing live org.dmg.pmml.PMML instance into PMML schema version 4.4 document:
public void store(PMML pmml, OutputStream os) throws JAXBException {
org.jpmml.model.PMMLUtil.marshal(pmml, os);
}Module pmml-model-example exemplifies the use of JPMML-Model library.
This module can be built using Apache Maven:
mvn clean install
The resulting uber-JAR file target/pmml-model-example-executable-1.7-SNAPSHOT.jar contains the following command-line applications:
org.jpmml.model.example.CopyExample(source). Copies and transforms a PMML schema version 3.X or 4.X document to a PMML schema version 4.4 document.org.jpmml.model.example.ObfuscationExample(source). Obfuscates a PMML document by replacing field names with their MD5 hashes.org.jpmml.model.example.TranslationExample(source). Translates a PMML document to a JSON or YAML document.org.jpmml.model.example.ValidationExample(source). Validates a PMML document against the built-in XML Schema Definition (XSD) resource.
Copying input.pmml to output.pmml; the size of the class model is estimated using the Java agent technology:
java -javaagent:../pmml-agent/target/pmml-agent-1.7-SNAPSHOT.jar -cp target/pmml-model-example-executable-1.7-SNAPSHOT.jar org.jpmml.model.example.CopyExample --summary true --input input.pmml --output output.pmml
Translating a PMML XML document input.pmml to PMML JSON document output.json:
java -cp target/pmml-model-example-executable-1.7-SNAPSHOT.jar org.jpmml.model.example.TranslationExample --input input.pmml --output output.json --indent "\\t"
Checking the validity of model.pmml:
java -cp target/pmml-model-example-executable-1.7-SNAPSHOT.jar org.jpmml.model.example.ValidationExample --input model.pmml
Getting help:
java -cp target/pmml-model-example-executable-1.7-SNAPSHOT.jar <application class name> --help
It is possible to activate a specific Java XML Binding (JAXB) runtime by setting the value of the jakarta.xml.bind.JAXBContextFactory system property. Use org.glassfish.jaxb.runtime.v2.ContextFactory for activating a GlassFish Metro runtime, and org.eclipse.persistence.jaxb.JAXBContextFactory for activating an EclipseLink MOXy runtime.
For example:
java -Djakarta.xml.bind.JAXBContextFactoryy=org.eclipse.persistence.jaxb.JAXBContextFactory -cp target/pmml-model-example-executable-1.7-SNAPSHOT.jar ...
Current:
Slightly outdated:
- Converting PMML documents between different schema versions
- Transforming and measuring the memory consumption of PMML class model objects using the Java agent technology
- Extending PMML documents with custom XML content
Limited public support is available via the JPMML mailing list.
JPMML-Model is licensed under the BSD 3-Clause License.
JPMML-Model is developed and maintained by Openscoring Ltd, Estonia.
Interested in using Java PMML API software in your company? Please contact [email protected]