FormatBench is a Python benchmark of data formats. This project aims to evaluate different data formats for storing tabular and image data.
Check out also: ASV FormatBench
python3 main.py (--tabular|--compression|--image) [--webface <path>] [--report]
--tabular - run tabular benchmark suite
--compression - run compression benchmark suite
--image - run image benchmark suite
--webface - run benchmarks with the Webface10M dataset; <path> is a path to the Webface10M dataset
--report - generate report from the benchmark results
Run tabular benchmarks: python3 main.py --tabular
Run image benchmarks and create report: python3 main.py --image --report
Run compression benchmarks with the Webface10M dataset: python3 main.py --compression --webface ~/synthetic_webface10M.h5
Run tabular benchmarks with the Webface10M dataset and create report: python3 main.py --tabular --webface ~/synthetic_webface10M.h5 --report
TARAGEĽ, Marián. Column-oriented and Image Data Format Benchmarks. Brno, 2024. Bachelor’s thesis. Brno University of Technology, Faculty of Information Technology. Supervisor Ing. Jakub Špaňhel
I would like to convey my gratitude to Ing. Jakub Špaňhel for his supervision. I also express my thanks to my consultant Ing. Petr Chmelař. Both of them provided me with support and advice during the work on this thesis. Last but not least, I would like to thank the external submitter, the Innovatrics company, for their professional help.