Analytical performance estimation during code generation on modern GPUs

D Ernst, M Holzer, G Hager, M Knorr… - Journal of Parallel and …, 2023 - Elsevier
Automatic code generation is frequently used to create implementations of algorithms
specifically tuned to particular hardware and application parameters. The code generation …

Prediction of performance and power consumption of GPGPU applications

G Alavani, S Sarkar - arXiv preprint arXiv:2305.01886, 2023 - arxiv.org
Graphics Processing Units (GPUs) have become an integral part of High-Performance
Computing to achieve an Exascale performance. The main goal of application developers of …

Opening the black box: Performance estimation during code generation for GPUs

D Ernst, G Hager, M Knorr, G Wellein… - 2021 IEEE 33rd …, 2021 - ieeexplore.ieee.org
Automatic code generation is frequently used to create implementations of algorithms
specifically tuned to particular hardware and application parameters. The code generation …

Performance Prediction of Regular CUDA Programs By Machine Learning Methods

A Riahi, A Savadi, M Naghibzadeh - Soft Computing Journal, 2024 - scj.kashanu.ac.ir
AbstractPerformance predicting of GPUs is a challenge for CUDA programmers and has a
wide application in the tuning of these programs. This is because the overheads of CUDA …