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What Is Hierarchical Data Format? Understanding HDF5

Hierarchical Data Format (HDF) is a family of formats and software. HDF5 organizes varied data through groups, links, typed datasets, dataspaces and attributes.
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Hierarchical Data Format (HDF) is a family of formats and supporting software for storing and organizing data. HDF5 is a specific, current-generation format in that family. It is more than a file extension: it combines a file format, a model for organizing data, and libraries and tools that let applications work with that data.

What does “hierarchical data format” mean?

HDF is the broad name for a family of data formats used to store and organize information. HDF5 is one particular format and software system, with its own data model and file specification. The names are related, but HDF5 should not be treated as interchangeable with other HDF formats.

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The HDF Group describes HDF5 as a file format, a logical data model for organizing and accessing information, and the software—including libraries, language interfaces, and tools—that applications use to work with it. The HDF Group’s HDF5 introduction explains these parts together.

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How is information organized in an HDF5 file?

An HDF5 file can contain different kinds of data, such as images, tables, graphs, or documents. Its model uses named objects and relationships to organize that content. The Open Geospatial Consortium’s HDF5 Core Standard identifies six core entities: groups, datasets, links, datatypes, dataspaces, and attributes.

Groups provide named organization

A group is a container for organizing objects, much like a directory in a file system. Paths can make a file’s contents feel like a folder hierarchy, but groups and links can form a graph rather than a simple tree: links connect names to objects, and an object’s relationships need not be limited to one parent-and-child path.

Datasets hold typed arrays

A dataset stores a multidimensional rectangular array. Its dataspace describes the array’s rank and dimensions—its number of dimensions and the size of each one. Its datatype specifies how the elements are represented and interpreted. Together, these concepts distinguish the stored values from their shape and meaning.

Attributes add descriptive information

Attributes are named pieces of data attached to groups, datasets, or named datatypes. They are useful for small descriptive values, such as metadata about an object. The HDF5 guide recommends keeping attributes small because an attribute is accessed as a whole rather than as a portion of a larger data collection.

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Is HDF5 just a directory tree or a file extension?

No. A directory-like view is a convenient way to navigate many HDF5 files, but it does not describe the whole model: links can make the relationships graph-like. Nor does the “.h5” or similar filename ending define the format’s full behavior. The logical objects are stored using lower-level binary structures described in The HDF5 File Format Specification, including superblocks, object headers, B-trees, heaps, and object data.

In practice, the HDF5 library maps between this logical organization and the file’s storage representation. The file model is what an application works with conceptually; the binary specification describes how that information is represented on disk.

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What is HDF5 used for?

HDF5 is designed to manage, process, and store heterogeneous data, including n-dimensional datasets. The HDF Group’s HDF5 User Guide documents workflows for creating files, writing datasets, reading data, and reading selected portions of datasets. These are supported capabilities, not a guarantee that every application uses HDF5 in the same way or achieves a particular performance result.

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