universal
A header-only C++ template library providing custom arithmetic plug-in types for mixed-precision algorithm development and optimization.
What is universal?
Universal is a header-only C++ template library that provides a large collection of custom arithmetic number systems as plug-in replacements for native types. It solves the problem of inefficient or inflexible numeric representations in performance-critical domains like AI, machine learning, and embedded systems by enabling mixed-precision algorithm development and optimization.
C++ developers and researchers working on numerical algorithms, high-performance computing, AI/ML model optimization, signal processing, and embedded systems where precision, performance, and energy efficiency are critical.
Developers choose Universal for its extensive, ready-to-use collection of number systems, its focus on reproducibility and energy efficiency, and its ability to experiment with alternative arithmetics before hardware commitment, all within a hassle-free, header-only library.
Overview
Large collection of number systems providing custom arithmetic for mixed-precision algorithm development and optimization for AI, Machine Learning, Computer Vision, Signal Processing, CAE, EDA, control, optimization, estimation, and approximation.
Use Cases
Best For
- Developing mixed-precision algorithms for AI and machine learning training/inference
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