4 papers
A Precision Emulation Approach to the GPU Acceleration of Ab Initio Electronic Structure Calculations
Hang Liu, Junjie Li, Yinzhi Wang +2
This study explores the use of INT8-based emulation for accelerating traditional FP64-based HPC workloads on modern GPU architectures. Through SCILIB-Accel automatic BLAS offload t…
From Misclassifications to Outliers: Joint Reliability Assessment in Classification
Yang Li, Youyang Sha, Yinzhi Wang +4
Building reliable classifiers is a fundamental challenge for deploying machine learning in real-world applications. A reliable system should not only detect out-of-distribution (OO…
A Pilot Study on Tunable Precision Emulation via Automatic BLAS Offloading
Hang Liu, Junjie Li, Yinzhi Wang
This study explores the use of automatic BLAS offloading and INT8-based emulation for accelerating traditional HPC workloads on modern GPU architectures. Through the use of low-bit…
Training the Next Generation of Seismologists: Delivering Research-Grade Software Education for Cloud and HPC Computing through Diverse Training Modalities
M. Denolle, C. Tape, E. Bozdağ +28
With the rise of data volume and computing power, seismological research requires more advanced skills in data processing, numerical methods, and parallel computing. We present the…