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Transparently checkpointing MPI for fault tolerance and load balancing is a long-standing problem in HPC. The problem has been complicated by the need to provide checkpoint-restart services for all combinations of an MPI implementation over…

分布式、并行与集群计算 · 计算机科学 2019-04-30 Rohan Garg , Gregory Price , Gene Cooperman

MANA-2.0 is a scalable, future-proof design for transparent checkpointing of MPI-based computations. Its network transparency ("network-agnostic") feature ensures that MANA-2.0 will provide a viable, efficient mechanism for transparently…

分布式、并行与集群计算 · 计算机科学 2021-12-14 Yao Xu , Zhengji Zhao , Rohan Garg , Harsh Khetawat , Rebecca Hartman-Baker , Gene Cooperman

This work presents experience with traditional use cases of checkpointing on a novel platform. A single codebase (MANA) transparently checkpoints production workloads for major available MPI implementations: "develop once, run everywhere".…

分布式、并行与集群计算 · 计算机科学 2023-09-27 Yao Xu , Leonid Belyaev , Twinkle Jain , Derek Schafer , Anthony Skjellum , Gene Cooperman

Fault-tolerance has always been an important topic when it comes to running massively parallel programs at scale. Statistically, hardware and software failures are expected to occur more often on systems gathering millions of computing…

MPI is the de facto standard for parallel computing on a cluster of computers. Checkpointing is an important component in any strategy for software resilience and for long-running jobs that must be executed by chaining together time-bounded…

分布式、并行与集群计算 · 计算机科学 2024-08-06 Yao Xu , Gene Cooperman

There is new momentum behind an interoperable ABI for MPI, which will be a major component of MPI-5. This capability brings true separation of concerns to a running MPI computation. The linking and compilation of an MPI application becomes…

分布式、并行与集群计算 · 计算机科学 2025-03-17 Yao Xu , Grace Nansamba , Anthony Skjellum , Gene Cooperman

The share of the top 500 supercomputers with NVIDIA GPUs is now over 25% and continues to grow. While fault tolerance is a critical issue for supercomputing, there does not currently exist an efficient, scalable solution for CUDA…

分布式、并行与集群计算 · 计算机科学 2020-08-25 Twinkle Jain , Gene Cooperman

InfiniBand is widely used for low-latency, high-throughput cluster computing. Saving the state of the InfiniBand network as part of distributed checkpointing has been a long-standing challenge for researchers. Because of a lack of a…

操作系统 · 计算机科学 2014-02-03 Jiajun Cao , Gregory Kerr , Kapil Arya , Gene Cooperman

Production MPI codes need checkpoint-restart (CPR) support. Clearly, checkpoint-restart libraries must be fault tolerant lest they open up a window of vulnerability for failures with byzantine outcomes. But, certain popular libraries that…

分布式、并行与集群计算 · 计算机科学 2021-12-22 Anthony Skjellum , Derek Schafer

This work presents transparent checkpointing of OpenGL applications, refining the split-process technique[1] for application in GPU-based 3D graphics. The split-process technique was earlier applied to checkpointing MPI and CUDA programs,…

分布式、并行与集群计算 · 计算机科学 2021-08-03 David Hou , Jun Gan , Yue Li , Younes El Idrissi Yazami , Twinkle Jain

With the increase in compute nodes in large compute platforms, a proportional increase in node failures will follow. Many application-based checkpoint/restart (C/R) techniques have been proposed for MPI applications to target the reduced…

分布式、并行与集群计算 · 计算机科学 2017-05-30 Kiril Dichev , Herbert Jordan , Konstantinos Tovletoglou , Thomas Heller , Dimitrios S. Nikolopoulos , Georgios Karakonstantis , Charles Gillan

This paper presents an in-depth examination of checkpoint-restart mechanisms in High-Performance Computing (HPC). It focuses on the use of Distributed MultiThreaded CheckPointing (DMTCP) in various computational settings, including both…

分布式、并行与集群计算 · 计算机科学 2024-07-30 Madan Timalsina , Lisa Gerhardt , Nicholas Tyler , Johannes P. Blaschke , William Arndt

In order to efficiently use the future generations of supercomputers, fault tolerance and power consumption are two of the prime challenges anticipated by the High Performance Computing (HPC) community. Checkpoint/Restart (CR) has been and…

分布式、并行与集群计算 · 计算机科学 2017-08-08 Faisal Shahzad , Jonas Thies , Moritz Kreutzer , Thomas Zeiser , Georg Hager , Gerhard Wellein

Fault tolerance for the upcoming exascale generation has long been an area of active research. One of the components of a fault tolerance strategy is checkpointing. Petascale-level checkpointing is demonstrated through a new mechanism for…

分布式、并行与集群计算 · 计算机科学 2016-09-27 Jiajun Cao , Kapil Arya , Rohan Garg , Shawn Matott , Dhabaleswar K. Panda , Hari Subramoni , Jérôme Vienne , Gene Cooperman

As we have entered Exascale computing, the faults in high-performance systems are expected to increase considerably. To compensate for a higher failure rate, the standard checkpoint/restart technique would need to create checkpoints at a…

分布式、并行与集群计算 · 计算机科学 2023-10-26 Sarthak Joshi , Sathish Vadhiyar

Faults in high-performance systems are expected to be very large in the current exascale computing era. To compensate for a higher failure rate, the standard checkpoint/restart technique would need to create checkpoints at a much higher…

分布式、并行与集群计算 · 计算机科学 2025-04-15 Sarthak Joshi , Sathish Vadhiyar

Machine learning is becoming an essential part of developing solutions for many industrial applications, but the lack of interpretability hinders wide industry adoption to rapidly build, test, deploy and validate machine learning models, in…

机器学习 · 计算机科学 2019-05-07 Alexander Elkholy , Fangkai Yang , Steven Gustafson

Dynamic resource management opens up numerous opportunities in High Performance Computing. It improves the system-level services as well as application performance. Checkpointing can also be deemed as a system-level service and can reap the…

分布式、并行与集群计算 · 计算机科学 2022-11-09 Jophin John , Michael Gerndt

Verifying the execution of a program is complicated and often limited by the inability to validate the code's correctness. It is a crucial aspect of scientific research, where it is needed to ensure the reproducibility and validity of…

软件工程 · 计算机科学 2025-02-12 Alex Wolf , Marco Edoardo Palma , Pasquale Salza , Harald C. Gall

Security mandates today are often in the form of checklists and are generally inflexible and slow to adapt to changing threats. This paper introduces an alternate approach called open mandates, which mandate that vendors must dedicate some…

密码学与安全 · 计算机科学 2022-03-11 Adam Hastings , Ryan Piersma , Simha Sethumadhavan
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