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 | 4,455 | 6,351 | 4,696 | 1,370 | 1,560 | 3,210 | 2,399 | 1,566 | |||
| EclipseLink | 11,894 | 10,617 | 7,305 | failed | 8,125 | 3,367 | 3,282 | 7,469 | |||
| Hibernate | 5,862 | 8,034 | 6,565 | 578 | 4,518 | 2,876 | 2,747 | 4,581 | |||
| OpenJPA | 9,367 | 7,459 | 5,938 | 7,261 | 3,421 | 3,208 | 6,450 | ||||
| ObjectDB | 107,116 | 55,805 | 
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 | 52.1 | 
| 3. | EclipseLink with Derby embedded | 11.1 | 
| 4. | EclipseLink with H2 embedded | 9.9 | 
| 5. | OpenJPA with Derby embedded | 8.7 | 
| 6. | EclipseLink with Derby server | 7.6 | 
| 7. | Hibernate with H2 embedded | 7.5 | 
| 8. | EclipseLink with PostgreSQL server | 7.0 | 
| 9. | OpenJPA with H2 embedded | 7.0 | 
| 10. | EclipseLink with HSQLDB embedded | 6.8 | 
| 11. | OpenJPA with Derby server | 6.8 | 
| 12. | Hibernate with HSQLDB embedded | 6.1 | 
| 13. | OpenJPA with PostgreSQL server | 6.0 | 
| 14. | DataNucleus with H2 embedded | 5.9 | 
| 15. | OpenJPA with HSQLDB embedded | 5.5 | 
| 16. | Hibernate with Derby embedded | 5.5 | 
| 17. | DataNucleus with HSQLDB embedded | 4.4 | 
The Least Efficient (the Slowest):
| 18. | Hibernate with PostgreSQL server | 4.3 | 
| 19. | Hibernate with Derby server | 4.2 | 
| 20. | DataNucleus with Derby embedded | 4.2 | 
| 21. | OpenJPA with H2 server | 3.2 | 
| 22. | EclipseLink with H2 server | 3.1 | 
| 23. | EclipseLink with MySQL server | 3.1 | 
| 24. | DataNucleus with H2 server | 3.0 | 
| 25. | OpenJPA with MySQL server | 3.0 | 
| 26. | Hibernate with H2 server | 2.7 | 
| 27. | Hibernate with MySQL server | 2.6 | 
| 28. | DataNucleus with MySQL server | 2.2 | 
| 29. | DataNucleus with PostgreSQL server | 1.5 | 
| 30. | DataNucleus with Derby server | 1.5 | 
| 31. | DataNucleus with DB4O embedded | 1.3 | 
| 32. | Hibernate with SQLite embedded | 0.54 | 
| 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 [-1,389,600,000], of class [class java.lang.Integer], from mapping [org.eclipse.persistence.mappings.DirectToFieldMapping[lastLoginDate-->INDEXEDPERSON.LASTLOGINDATE]] 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 - Many Entities (5000)
 - All Tests - Update Operations - All Batch Size Modes
 - All Tests - Update Operations - Many Entities (5000)
 - Indexing Test - All Operations - All Batch Size Modes
 - Indexing Test - All Operations - Many Entities (5000)
 - Indexing Test - Update Operations - All Batch Size Modes