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 retrieval 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 | 87,425 | 75,137 | 71,838 | failed | 75,739 | 65,587 | 59,099 | 81,462 | |||
EclipseLink | 369,383 | 219,632 | 212,382 | failed | 149,948 | 120,611 | 83,155 | 210,405 | |||
Hibernate | 145,902 | 119,113 | 162,777 | failed | 101,439 | 79,299 | 104,903 | 128,535 | |||
OpenJPA | 216,362 | 209,301 | 178,297 | 144,187 | 106,298 | 137,156 | 176,678 | ||||
ObjectDB | 757,733 | 456,490 |
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 | 60.2 |
3. | EclipseLink with Derby embedded | 48.7 |
4. | EclipseLink with H2 embedded | 29.0 |
5. | OpenJPA with Derby embedded | 28.6 |
6. | EclipseLink with HSQLDB embedded | 28.0 |
7. | EclipseLink with PostgreSQL server | 27.8 |
8. | OpenJPA with H2 embedded | 27.6 |
9. | OpenJPA with HSQLDB embedded | 23.5 |
10. | OpenJPA with PostgreSQL server | 23.3 |
11. | Hibernate with HSQLDB embedded | 21.5 |
12. | EclipseLink with Derby server | 19.8 |
13. | Hibernate with Derby embedded | 19.3 |
14. | OpenJPA with Derby server | 19.0 |
15. | OpenJPA with MySQL server | 18.1 |
16. | Hibernate with PostgreSQL server | 17.0 |
17. | EclipseLink with H2 server | 15.9 |
The Least Efficient (the Slowest):
18. | Hibernate with H2 embedded | 15.7 |
19. | OpenJPA with H2 server | 14.0 |
20. | Hibernate with MySQL server | 13.8 |
21. | Hibernate with Derby server | 13.4 |
22. | DataNucleus with Derby embedded | 11.5 |
23. | EclipseLink with MySQL server | 11.0 |
24. | DataNucleus with PostgreSQL server | 10.8 |
25. | Hibernate with H2 server | 10.5 |
26. | DataNucleus with Derby server | 10.0 |
27. | DataNucleus with H2 embedded | 9.9 |
28. | DataNucleus with HSQLDB embedded | 9.5 |
29. | DataNucleus with H2 server | 8.7 |
30. | DataNucleus with MySQL server | 7.8 |
31. | DataNucleus with DB4O embedded | 0.0000 |
32. | EclipseLink with SQLite embedded | 0.0000 |
33. | Hibernate 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 [856,800,000], of class [class java.lang.Integer], from mapping [org.eclipse.persistence.mappings.DirectToFieldMapping[birthDate-->PERSON.BIRTHDATE]] with descriptor [RelationalDescriptor(org.jpab.basic.Person --> [DatabaseTable(PERSON)])], 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$RetrieveAction.run0(Runner.java:550) at org.jpab.Runner$TestAction.run(Runner.java:517) at java.lang.Thread.run(Thread.java:662)
- Hibernate with SQLite embedded
javax.persistence.RollbackException: Error while committing the transaction at org.hibernate.ejb.TransactionImpl.commit(TransactionImpl.java:93) at org.jpab.Test.persist(Test.java:217) at org.jpab.Test.persist(Test.java:200) at org.jpab.Runner$PersistAction.run0(Runner.java:538) at org.jpab.Runner$TestAction.run(Runner.java:517) at java.lang.Thread.run(Thread.java:662) Caused by: javax.persistence.PersistenceException: org.hibernate.exception.GenericJDBCException: could not insert: [org.jpab.basic.Person] at org.hibernate.ejb.AbstractEntityManagerImpl.convert(AbstractEntityManagerImpl.java:1214) at org.hibernate.ejb.AbstractEntityManagerImpl.convert(AbstractEntityManagerImpl.java:1147) at org.hibernate.ejb.TransactionImpl.commit(TransactionImpl.java:81) ... 5 more Caused by: org.hibernate.exception.GenericJDBCException: could not insert: [org.jpab.basic.Person] at org.hibernate.exception.SQLStateConverter.handledNonSpecificException(SQLStateConverter.java:140) at org.hibernate.exception.SQLStateConverter.convert(SQLStateConverter.java:128) at org.hibernate.exception.JDBCExceptionHelper.convert(JDBCExceptionHelper.java:66) at org.hibernate.persister.entity.AbstractEntityPersister.insert(AbstractEntityPersister.java:2436) at org.hibernate.persister.entity.AbstractEntityPersister.insert(AbstractEntityPersister.java:2856) at org.hibernate.action.EntityInsertAction.execute(EntityInsertAction.java:79) at org.hibernate.engine.ActionQueue.execute(ActionQueue.java:273) at org.hibernate.engine.ActionQueue.executeActions(ActionQueue.java:265) at org.hibernate.engine.ActionQueue.executeActions(ActionQueue.java:184) at org.hibernate.event.def.AbstractFlushingEventListener.performExecutions(AbstractFlushingEventListener.java:321) at org.hibernate.event.def.DefaultFlushEventListener.onFlush(DefaultFlushEventListener.java:51) at org.hibernate.impl.SessionImpl.flush(SessionImpl.java:1216) at org.hibernate.impl.SessionImpl.managedFlush(SessionImpl.java:383) at org.hibernate.transaction.JDBCTransaction.commit(JDBCTransaction.java:133) at org.hibernate.ejb.TransactionImpl.commit(TransactionImpl.java:76) ... 5 more Caused by: java.sql.SQLException: PRIMARY KEY must be unique at org.sqlite.DB.throwex(DB.java:288) at org.sqlite.DB.executeBatch(DB.java:236) at org.sqlite.PrepStmt.executeBatch(PrepStmt.java:82) at com.mchange.v2.c3p0.impl.NewProxyPreparedStatement.executeBatch(NewProxyPreparedStatement.java:1723) at org.hibernate.jdbc.BatchingBatcher.doExecuteBatch(BatchingBatcher.java:70) at org.hibernate.jdbc.BatchingBatcher.addToBatch(BatchingBatcher.java:56) at org.hibernate.persister.entity.AbstractEntityPersister.insert(AbstractEntityPersister.java:2416) ... 16 more
- DataNucleus with DB4O embedded
javax.persistence.PersistenceException: Object "org.jpab.basic.Person@7d6b4be5" being inserted has id "13" yet an object with this id already exists in the datastore! at org.datanucleus.api.jpa.NucleusJPAHelper.getJPAExceptionForNucleusException(NucleusJPAHelper.java:302) at org.datanucleus.api.jpa.JPAEntityTransaction.commit(JPAEntityTransaction.java:122) at org.jpab.Test.persist(Test.java:217) at org.jpab.Test.persist(Test.java:200) at org.jpab.Runner$PersistAction.run0(Runner.java:538) at org.jpab.Runner$TestAction.run(Runner.java:517) at java.lang.Thread.run(Thread.java:662) Caused by: org.datanucleus.exceptions.NucleusUserException: Object "org.jpab.basic.Person@7d6b4be5" being inserted has id "13" yet an object with this id already exists in the datastore! at org.datanucleus.store.db4o.DB4OPersistenceHandler.insertObject(DB4OPersistenceHandler.java:140) at org.datanucleus.state.JDOStateManager.internalMakePersistent(JDOStateManager.java:2371) at org.datanucleus.state.JDOStateManager.flush(JDOStateManager.java:3803) at org.datanucleus.ObjectManagerImpl.flushInternalWithOrdering(ObjectManagerImpl.java:3832) at org.datanucleus.ObjectManagerImpl.flushInternal(ObjectManagerImpl.java:3755) at org.datanucleus.ObjectManagerImpl.flush(ObjectManagerImpl.java:3701) at org.datanucleus.ObjectManagerImpl.preCommit(ObjectManagerImpl.java:4084) at org.datanucleus.ObjectManagerImpl$2.transactionPreCommit(ObjectManagerImpl.java:398) at org.datanucleus.TransactionImpl.internalPreCommit(TransactionImpl.java:370) at org.datanucleus.TransactionImpl.commit(TransactionImpl.java:259) at org.datanucleus.api.jpa.JPAEntityTransaction.commit(JPAEntityTransaction.java:103) ... 5 more
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 - Retrieval Operations - All Batch Size Modes
- All Tests - Retrieval Operations - Many Entities (5000)
- Multithreading Test - All Operations - All Batch Size Modes
- Multithreading Test - All Operations - Many Entities (5000)
- Multithreading Test - Retrieval Operations - All Batch Size Modes