JuliaHEP WG Meeting
Thursday 23 May 2024 -
17:00
Monday 20 May 2024
Tuesday 21 May 2024
Wednesday 22 May 2024
Thursday 23 May 2024
17:00
Introduction and News
Introduction and News
17:00 - 17:10
17:10
Optimizations on DAG-Representations of Domain-Specific Computations for Heterogeneous Systems and Application to Quantum Electrodynamics
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Anton Reinhard
Optimizations on DAG-Representations of Domain-Specific Computations for Heterogeneous Systems and Application to Quantum Electrodynamics
Anton Reinhard
17:10 - 17:40
Calculating differential cross-sections of particle interactions is an important tool in high-energy physics to predict experimental data and verify theoretical models. Generally, the computational complexity of these calculations scales factorially in the number of particles, therefore posing a considerable challenge. In the presentation, I will present a way to reduce the computational complexity significantly. Furthermore, I show the results obtained from the software developed during my diploma thesis, which represents the problem as a directed acyclic graph that can be optimized at a high level before being compiled into architecture-independent, scalable code. Finally, I will show how these optimizations complement compiler optimizations differently depending on the type of workload and target architecture and the subsequent effects on the generated code's runtime.