GPU acceleration of optical photon propagation in low photon yield applications: Opticks for the Electron Ion Collider

TL;DR

EIC-Opticks accelerates optical photon transport simulations in low photon yield detectors using GPU event aggregation, achieving up to 161x speedup over traditional CPU methods, with easy installation options.

Contribution

This work introduces EIC-Opticks, a GPU-accelerated photon transport simulation tool with event aggregation, significantly improving speed and usability for low photon yield experiments.

Findings

Achieves up to 161x speedup over single-threaded CPU simulations.

Reduces per-photon simulation time from 60μs to 20ns with batching.

Provides easy installation via Spack and Docker, with safeguards for common pitfalls.

Abstract

The bulk of time spent in the simulation of Cherenkov and other scintillation detectors is spent on optical-photon transport, i.e. ray tracing, a task that GPUs are uniquely qualified to perform. We present EIC-Opticks, a fork of Opticks, which uses event aggregation to drastically accelerate photon transport simulation for low-to-moderate photon yield experiments. During the full Geant4 Monte Carlo simulation of a given detector, optical photon simulation is performed on GPU(s) using the NVIDIA OptiX framework. We validate this approach using the ePIC pfRICH detector. We find GPU and CPU simulations in excellent agreement. For $5\times 10^4$ electrons with a momentum of $p=5~\mathrm{MeV}/c$ in the test case of the pfRICH detector, EIC-Opticks shows an order-of-magnitude speedup over multi-threaded Geant4, and a factor of up to 161$\pm$3 over single-threaded execution. In the case of low-to-moderate applications event aggregation reduces the per-photon simulation time from $\sim60\,\mu\mathrm{s}$ for single events to $\sim20\,\mathrm{ns}$ with batching, a factor of $\sim3000$. In order to make EIC-Opticks easily installable, we authored a Spack package that makes it possible to install it with a single command. Additionally, a Docker container is provided for users with EIC-Opticks installed. EIC-Opticks provides guardrails for common pitfalls (e.g. nested volume conversion, ray tracing setting optimization).