Mixed precision support in HPC applications: What about reliability?

HPC Hardware Design Reliability Benchmarking With HDFIT

(2023) Patrik Omland et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

The Exascale Era is Upon Us: The Frontier supercomputer may be the first to reach 1,000,000,000,000,000,000 operations per second

(2022) David Schneider   IEEE SPECTRUM

Scalable training of graph convolutional neural networks for fast and accurate predictions of HOMO-LUMO gap in molecules

(2022) Jong Youl Choi et al.   Journal of Cheminformatics

How Reduced Data Precision and Degree of Parallelism Impact the Reliability of Convolutional Neural Networks on FPGAs

(2021) F. Libano et al.   IEEE TRANSACTIONS ON NUCLEAR SCIENCE

LAMMPS - A flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales

(2021) Aidan P. Thompson et al.   COMPUTER PHYSICS COMMUNICATIONS

Efficient exascale discretizations: High-order finite element methods

(2021) Tzanio Kolev et al.   INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS

openQ*D code: a versatile tool for QCD+QED simulations

(2020) Isabel Campos et al.   EUROPEAN PHYSICAL JOURNAL C

CP2K: An electronic structure and molecular dynamics software package - Quickstep: Efficient and accurate electronic structure calculations

(2020) Thomas D. Kühne et al.   JOURNAL OF CHEMICAL PHYSICS

Impact of Tensor Cores and Mixed Precision on the Reliability of Matrix Multiplication in GPUs

(2020) Pedro Martins Basso et al.   IEEE TRANSACTIONS ON NUCLEAR SCIENCE

Number Formats, Error Mitigation, and Scope for 16‐Bit Arithmetics in Weather and Climate Modeling Analyzed With a Shallow Water Model

(2020) M. Klöwer et al.   Journal of Advances in Modeling Earth Systems

Mixed-precision arithmetic in the ENDGame dynamical core of the Unified Model, a numerical weather prediction and climate model code

(2019) C.M. Maynard et al.   COMPUTER PHYSICS COMMUNICATIONS

QMCPACK: an open source ab initio quantum Monte Carlo package for the electronic structure of atoms, molecules and solids

(2018) Jeongnim Kim et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

Scale-selective precision for weather and climate forecasting

(2018) Matthew Chantry et al.   MONTHLY WEATHER REVIEW

Resiliency of HPC Interconnects: A Case Study of Interconnect Failures and Recovery in Blue Waters

(2017) Saurabh Jha et al.   IEEE Transactions on Dependable and Secure Computing

Single Precision in Weather Forecasting Models: An Evaluation with the IFS

(2017) Filip Váňa et al.   MONTHLY WEATHER REVIEW

A portable platform for accelerated PIC codes and its application to GPUs using OpenACC

(2016) F. Hariri et al.   COMPUTER PHYSICS COMMUNICATIONS

Highly accurate stability-preserving optimization of the Zener viscoelastic model, with application to wave propagation in the presence of strong attenuation

(2016) Émilie Blanc et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

HACC: Simulating sky surveys on state-of-the-art supercomputing architectures

(2016) Salman Habib et al.   NEW ASTRONOMY

PENNANT: an unstructured mesh mini-app for advanced architecture research

(2014) Charles R. Ferenbaugh   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

The ICON (ICOsahedral Non-hydrostatic) modelling framework of DWD and MPI-M: Description of the non-hydrostatic dynamical core

(2014) Günther Zängl et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

SPFP: Speed without compromise—A mixed precision model for GPU accelerated molecular dynamics simulations

(2012) Scott Le Grand et al.   COMPUTER PHYSICS COMMUNICATIONS

Generating Efficient Quantum Chemistry Codes for Novel Architectures

(2012) Alexey V. Titov et al.   Journal of Chemical Theory and Computation

An efficient mixed-precision, hybrid CPU–GPU implementation of a nonlinearly implicit one-dimensional particle-in-cell algorithm

(2012) G. Chen et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Forward and adjoint simulations of seismic wave propagation on fully unstructured hexahedral meshes

(2011) Daniel Peter et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

HMMER web server: interactive sequence similarity searching

(2011) R. D. Finn et al.   NUCLEIC ACIDS RESEARCH

Analyzing Parallel Programs with Pin

(2010) M. Bach et al.   COMPUTER

Solving lattice QCD systems of equations using mixed precision solvers on GPUs

(2010) M.A. Clark et al.   COMPUTER PHYSICS COMMUNICATIONS

NWChem: A comprehensive and scalable open-source solution for large scale molecular simulations

(2010) M. Valiev et al.   COMPUTER PHYSICS COMMUNICATIONS

Architecture of Qbox: A scalable first-principles molecular dynamics code

(2010) F. Gygi   IBM JOURNAL OF RESEARCH AND DEVELOPMENT

The AROME-France Convective-Scale Operational Model

(2010) Y. Seity et al.   MONTHLY WEATHER REVIEW

Toward Exascale Resilience

(2009) Franck Cappello et al.   INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS

Porting a high-order finite-element earthquake modeling application to NVIDIA graphics cards using CUDA

(2009) Dimitri Komatitsch et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

QUANTUM ESPRESSO: a modular and open-source software project for quantum simulations of materials

(2009) Paolo Giannozzi et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

Multi-scale simulations of plasma with iPIC3D

(2009) Stefano Markidis et al.   MATHEMATICS AND COMPUTERS IN SIMULATION

Ab-initiosimulations of materials using VASP: Density-functional theory and beyond

(2008) Jürgen Hafner   JOURNAL OF COMPUTATIONAL CHEMISTRY

The SIESTA method; developments and applicability

(2008) Emilio Artacho et al.   JOURNAL OF PHYSICS-CONDENSED MATTER