vruusmann commented on PR #49854:
URL: https://github.com/apache/spark/pull/49854#issuecomment-2646143491

   A quick memory dump on JPMML-Model evolution:
   
   - `1.5.X`. Migrating from PMML schema 4.3 to 4.4. JDK 8 compatible.
   - `1.6.X`. API upgrades. Specifically, replacing `org.dmg.pmml.FieldName` 
(pseudo-enum for representing field names) with plain `java.lang.String`. Also, 
migrating from `javax.xml.bind.*` API to `jakarta.xml.bind.*` API. JDK 8 
compatible.
   - `1.7.X`. Upgrading from JDK 8 to JDK 11. The codebase is effectively 
unchanged. Just picking up up-to-date dependencies.
   
   The `org.glassfish.jaxb:jaxb-*` dependencies are chosen based on their JDK 
compaibility. For example, `org.glassfish.jaxb:jaxb-runtime:3.X` versions are 
targeting JDK 8, whereas `org.glassfish.jaxb:jaxb-runtime:4.X` are targeting 
JDK 11. Apache Spark 4.X is targeting JDK 17, no?
   
   As for encoding PMML schema versions and XML namespaces, then there's a 
`org.dmg.pmml.Version` enum class for this purpose. You could define a class 
constant `SPARK_PMML_VERSION` somewhere, and then access its `#version` and 
`#namespaceURI` string attributes:
   
   ```java
   org.dmg.pmml.Version SPARK_PMML_VERSION = org.dmg.pmml.Version.PMML_4_4;
   
   System.out.println(SPARK_PMML_VERSION .getVersion()); // Prints "4.4"
   System.out.println(SPARK_PMML_VERSION.getNamespaceURI()); // Prints 
"http://www.dmg.org/PMML-4_4";
   ```


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