Detecting Soft Errors in Parallel Software with LLM-tuned Instruction Duplication
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Abstract (arXiv)
We propose PaRID (PaRallel Instruction Duplication), a software-directed soft error detection framework that requires only compile-time effort for multithreading parallel programs. PaRID addresses two key challenges: supporting parallel programs with mixed serial and parallel regions and minimizing performance overhead without relying on costly dynamic profiling. It combines parallel-aware code transformation with LLM-tuned performance modeling, guided by eight generalizable findings from an offline characterization study, to enable fast soft error detection in parallel applications. Evaluation on NPB benchmarks shows that PaRID reduces protection overhead from 162.79% to 59.84% on average and achieves up to 5x speedup while maintaining full error detection effectiveness.
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References · 10
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- 2021Enabling Software Resilience in GPGPU Applications via Partial Thread Protectioncited by 4
- 2018FlipTracker: Understanding Natural Error Resilience in HPC Applicationscited by 2
- 2019Detection of Silent Data Corruptions in Smoothed Particle Hydrodynamics Simulationscited by 2
- 2020Bit-Exact ECC Recovery (BEER): Determining DRAM On-Die ECC Functions by Exploiting DRAM Data Retention Characteristicscited by 1
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