Welcome to h5pack
h5pack is a utility made to pack, analyze and unpack HDF5 audio datasets using data and annotations of various sources. HDF5 is an open-source file format for storing large, complex data. It uses a directory-like structure to organize data within the file. Click here to learn more about HDF5. Among other, HDF5 provides:
- Efficient storage: Handles large datasets with chunking and compression, reducing disk space usage.
- Fast I/O: Optimized for rapid reading/writing of multi-dimensional data, improving data loading speeds.
- Hierarhical structures: Organizes metadata, features, and audio data efficiently within a single file.
- Concurrent access: Supports concurrent access, enabling efficient multi-threaded data loading.
- Scalability: Handles massive datasets without performance degradation, making it ideal for large-scale machine learning tasks.
- Cross-platform: Works across different OS and programming languages, ensuring flexibility.
h5pack was made to go from raw files to HDF5 files and back in a robust, consistent and simple way. It provides a collection of tools to facilitate all the necessary tasks to make it possible:
h5pack pack: Converts raw data and/or annotation files into an HDF5 file.h5pack unpack: Extracts raw data from an HDF5 file, allowing regeneration of the original input data.h5pack virtual: Creates a virtual dataset by combining multiple datasets into a single logical dataset without duplication, enabling seamless access to fragmented or distributed data.h5pack info: Displays the contents of an HDF5 file generated withh5pack, providing a quick overview of its structure.h5pack checksum: Verifies the integrity of an HDF5 file by checking its checksum to detect potential corruption.
Guides
To begin using h5pack, refer to the guides below: