When one or more of the All filters is selected - only average normalized results are displayed. Please read Running and Results for more details.
Speed comparison of JPA database update operations per second (higher is better)
|   | Derby embedded  | H2 embedded  | HSQLDB embedded  | SQLite embedded  | DB4O embedded  | ObjectDB embedded  | Derby server  | H2 server  | MySQL server  | PostgreSQL server  | ObjectDB server  | 
|---|---|---|---|---|---|---|---|---|---|---|---|
| DataNucleus | 2,570 | 5,264 | 5,671 | 5.3 | 615 | 1,351 | 338 | 1,099 | |||
| EclipseLink | 3,647 | 6,052 | 6,007 | failed | 2,256 | 2,099 | 232 | 3,257 | |||
| Hibernate | 2,314 | 5,009 | 5,339 | 28.3 | 1,472 | 1,451 | 402 | 2,682 | |||
| OpenJPA | 3,054 | 4,458 | 4,649 | 901 | 1,378 | 369 | 2,560 | ||||
| ObjectDB | 49,877 | 8,917 | 
Performance comparison chart - The Y-Axis represents normalized score in logarithmic scale - higher is better:
Performance comparison chart - The Y-Axis represents normalized score in linear scale - higher is better:
Best and Worst JPA/Database Performer in this comparison
The Most Efficient (the Fastest):
| 1. | ObjectDB embedded | 100 | 
| 2. | ObjectDB server | 17.9 | 
| 3. | EclipseLink with H2 embedded | 12.1 | 
| 4. | EclipseLink with HSQLDB embedded | 12.0 | 
| 5. | DataNucleus with HSQLDB embedded | 11.4 | 
| 6. | Hibernate with HSQLDB embedded | 10.7 | 
| 7. | DataNucleus with H2 embedded | 10.6 | 
| 8. | Hibernate with H2 embedded | 10.0 | 
| 9. | OpenJPA with HSQLDB embedded | 9.3 | 
| 10. | OpenJPA with H2 embedded | 8.9 | 
| 11. | EclipseLink with Derby embedded | 7.3 | 
| 12. | EclipseLink with PostgreSQL server | 6.5 | 
| 13. | OpenJPA with Derby embedded | 6.1 | 
| 14. | Hibernate with PostgreSQL server | 5.4 | 
| 15. | DataNucleus with Derby embedded | 5.2 | 
| 16. | OpenJPA with PostgreSQL server | 5.1 | 
| 17. | Hibernate with Derby embedded | 4.6 | 
The Least Efficient (the Slowest):
| 18. | EclipseLink with Derby server | 4.5 | 
| 19. | EclipseLink with H2 server | 4.2 | 
| 20. | Hibernate with Derby server | 3.0 | 
| 21. | Hibernate with H2 server | 2.9 | 
| 22. | OpenJPA with H2 server | 2.8 | 
| 23. | DataNucleus with H2 server | 2.7 | 
| 24. | DataNucleus with PostgreSQL server | 2.2 | 
| 25. | OpenJPA with Derby server | 1.8 | 
| 26. | DataNucleus with Derby server | 1.2 | 
| 27. | Hibernate with MySQL server | 0.81 | 
| 28. | OpenJPA with MySQL server | 0.74 | 
| 29. | DataNucleus with MySQL server | 0.68 | 
| 30. | EclipseLink with MySQL server | 0.46 | 
| 31. | Hibernate with SQLite embedded | 0.057 | 
| 32. | DataNucleus with DB4O embedded | 0.011 | 
| 33. | EclipseLink with SQLite embedded | 0.0000 | 
Problems (Exceptions) in these tests
- EclipseLink with SQLite embedded
Local Exception Stack: Exception [EclipseLink-3002] (Eclipse Persistence Services - 2.1.1.v20100817-r8050): org.eclipse.persistence.exceptions.ConversionException Exception Description: The object [1,461,600,000], of class [class java.lang.Integer], from mapping [org.eclipse.persistence.mappings.DirectToFieldMapping[joinDate-->INDEXEDPERSON.JOINDATE]] with descriptor [RelationalDescriptor(org.jpab.index.IndexedPerson --> [DatabaseTable(INDEXEDPERSON)])], could not be converted to [class java.util.Date]. at org.eclipse.persistence.exceptions.ConversionException.couldNotBeConverted(ConversionException.java:71) at org.eclipse.persistence.internal.helper.ConversionManager.convertObjectToUtilDate(ConversionManager.java:761) at org.eclipse.persistence.internal.helper.ConversionManager.convertObject(ConversionManager.java:101) at org.eclipse.persistence.internal.databaseaccess.DatasourcePlatform.convertObject(DatasourcePlatform.java:157) at org.eclipse.persistence.mappings.converters.TypeConversionConverter.convertDataValueToObjectValue(TypeConversionConverter.java:119) at org.eclipse.persistence.mappings.foundation.AbstractDirectMapping.getAttributeValue(AbstractDirectMapping.java:675) at org.eclipse.persistence.mappings.foundation.AbstractDirectMapping.valueFromRow(AbstractDirectMapping.java:1263) at org.eclipse.persistence.mappings.foundation.AbstractDirectMapping.buildCloneFromRow(AbstractDirectMapping.java:1234) at org.eclipse.persistence.internal.descriptors.ObjectBuilder.buildAttributesIntoWorkingCopyClone(ObjectBuilder.java:1338) at org.eclipse.persistence.internal.descriptors.ObjectBuilder.buildWorkingCopyCloneFromRow(ObjectBuilder.java:1466) at org.eclipse.persistence.internal.descriptors.ObjectBuilder.buildObjectInUnitOfWork(ObjectBuilder.java:558) at org.eclipse.persistence.internal.descriptors.ObjectBuilder.buildObject(ObjectBuilder.java:502) at org.eclipse.persistence.internal.descriptors.ObjectBuilder.buildObject(ObjectBuilder.java:454) at org.eclipse.persistence.queries.ObjectLevelReadQuery.buildObject(ObjectLevelReadQuery.java:721) at org.eclipse.persistence.queries.ReadAllQuery.registerResultInUnitOfWork(ReadAllQuery.java:723) at org.eclipse.persistence.queries.ReadAllQuery.executeObjectLevelReadQuery(ReadAllQuery.java:420) at org.eclipse.persistence.queries.ObjectLevelReadQuery.executeDatabaseQuery(ObjectLevelReadQuery.java:1074) at org.eclipse.persistence.queries.DatabaseQuery.execute(DatabaseQuery.java:736) at org.eclipse.persistence.queries.ObjectLevelReadQuery.execute(ObjectLevelReadQuery.java:1034) at org.eclipse.persistence.queries.ReadAllQuery.execute(ReadAllQuery.java:380) at org.eclipse.persistence.queries.ObjectLevelReadQuery.executeInUnitOfWork(ObjectLevelReadQuery.java:1112) at org.eclipse.persistence.internal.sessions.UnitOfWorkImpl.internalExecuteQuery(UnitOfWorkImpl.java:2909) at org.eclipse.persistence.internal.sessions.AbstractSession.executeQuery(AbstractSession.java:1291) at org.eclipse.persistence.internal.sessions.AbstractSession.executeQuery(AbstractSession.java:1273) at org.eclipse.persistence.internal.sessions.AbstractSession.executeQuery(AbstractSession.java:1247) at org.eclipse.persistence.internal.jpa.EJBQueryImpl.executeReadQuery(EJBQueryImpl.java:479) at org.eclipse.persistence.internal.jpa.EJBQueryImpl.getResultList(EJBQueryImpl.java:714) at org.jpab.Test.retireveEntities(Test.java:382) at org.jpab.Test.doAction(Test.java:251) at org.jpab.Runner$UpdateAction.run0(Runner.java:574) at org.jpab.Runner$TestAction.run(Runner.java:517) at java.lang.Thread.run(Thread.java:662)
 
The results above are in use in calculating the following average results
- All Tests - All Operations - All Batch Size Modes
 - All Tests - All Operations - Few Entities (5/100)
 - All Tests - Update Operations - All Batch Size Modes
 - All Tests - Update Operations - Few Entities (5/100)
 - Indexing Test - All Operations - All Batch Size Modes
 - Indexing Test - All Operations - Few Entities (5/100)
 - Indexing Test - Update Operations - All Batch Size Modes