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Home/ Questions/Q 7500679
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Editorial Team
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Editorial Team
Asked: May 29, 20262026-05-29T20:15:53+00:00 2026-05-29T20:15:53+00:00

I’ve just discovered the HDF5 format and I’m considering using it to store 3D

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I’ve just discovered the HDF5 format and I’m considering using it to store 3D data spread over a cluster of Java application servers. I have found out that there are several implementations available for Java, and would like to know the differences between them:

  • Java HD5 Interface (JHI5) The Java wrapper from the HDF group itself.

  • JHDF5 (HDF5 for Java)

  • Permafrost

  • Nujan: Pure Java NetCDF4 and HDF5 writer (cannot read HDF5)

Most importantly, I would like to know:

  • How much of the native API is covered, any limitations that do not
    exist in the native API?

  • If there is support for “Parallel HDF5”?

  • Once my 3D data is loaded, do I get a “native call overhead”
    each time I access one element in a 3D array? That is, do the data
    actually gets turned into Java objects, or stay in “native/JNI
    memory”?

  • Is there any know stability problems with a particular
    implementation, since a crash in native code normally takes the whole
    JVM down?

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  1. Editorial Team
    Editorial Team
    2026-05-29T20:15:55+00:00Added an answer on May 29, 2026 at 8:15 pm

    HDF Java follows a layered approach:

    • JHI5 – the low level JNI wrappers: very flexible, but also quite tedious to use.

    • Java HDF object package – a high-level interface based on JHI5.

    • HDFView – a Java-based viewer application based on the Java HDF object package.

    JHDF5 provides a high-level interface building on the JHI5 layer which provides most of the functionality of HDF5 to Java. The API has a shallow learning curve and hides most of the house-keeping work from the developer. You can run the Java HDF object package (and HDFView) on the JHI5 interface that is part of JHDF5, so the two APIs can co-exist within one Java program.

    Permafrost and Nujan seem far from being complete at this point and Permafrost hasn’t seen a lot of activity recently, so they appear to be not the first choice at this point in time.

    I think a good path for you is to have a look at both the Java HDF5 object package and JHDF5, decide which one of the two APIs fit your needs better and go with that one.

    Disclaimer: I have worked on the JHDF5 interface, so I may be biased.

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