Asynchronous Receiver-Driven Replay for Local Rollback of MPI Applications

Nuria Losada, Aurélien Bouteiller, G. Bosilca
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引用次数: 2

Abstract

With the increase in scale and architectural complexity of supercomputers, the management of failures has become integral to successfully executing a long-running high-performance computing application. In many instances, failures have a localized scope, usually impacting a subset of the resources being used, yet widely used failure recovery strategies (like checkpoint/restart) fail to take advantage and rely on global, synchronous recovery actions. Even with local rollback recovery, in which only the fault impacted processes are restarted from a checkpoint, the consistency of further progress in the execution is achieved through the replay of communication from a message log. This theoretically sound approach encounters some practical limitations: the presence of collective operations forces a synchronous recovery that prevents survivor processes from continuing their execution, removing any possibility for overlapping further computation with the recovery; and the amount of resources required at recovering peers can be untenable. In this work, we solved both problems by implementing an asynchronous, receiver-driven replay of point-to-point and collective communications, and by exploiting remote-memory access capabilities to access the message logs. This new protocol is evaluated in an implementation of local rollback over the User Level Failure Mitigation fault tolerant Message Passing Interface (MPI). It reduces the recovery times of the failed processes by an average of 59%, while the time spent in the recovery by the survivor processes is reduced by 95% when compared to an equivalent global rollback protocol, thus living to the promise of a truly localized impact of recovery actions.
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用于MPI应用程序本地回滚的异步接收器驱动重放
随着超级计算机的规模和体系结构复杂性的增加,故障管理已成为成功执行长时间运行的高性能计算应用程序的必要条件。在许多情况下,故障具有局部范围,通常影响正在使用的资源子集,但广泛使用的故障恢复策略(如检查点/重新启动)无法利用和依赖全局同步恢复操作。即使使用本地回滚恢复(其中只有受故障影响的进程从检查点重新启动),也可以通过重播来自消息日志的通信来实现执行中进一步进展的一致性。这种理论上合理的方法遇到了一些实际的限制:集体操作的存在迫使同步恢复,阻止幸存者进程继续执行,消除了与恢复重叠的进一步计算的任何可能性;而恢复对等体所需的资源数量可能难以维持。在这项工作中,我们通过实现点对点和集体通信的异步、接收器驱动的重放,以及利用远程内存访问功能访问消息日志,解决了这两个问题。在用户级故障缓解容错消息传递接口(MPI)的本地回滚实现中对该新协议进行了评估。它将失败进程的恢复时间平均减少了59%,而与等效的全局回滚协议相比,幸存者进程的恢复时间减少了95%,从而实现了恢复操作真正本地化影响的承诺。
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[Copyright notice] Evaluating Compiler IR-Level Selective Instruction Duplication with Realistic Hardware Errors Enforcing Crash Consistency of Scientific Applications in Non-Volatile Main Memory Systems Asynchronous Receiver-Driven Replay for Local Rollback of MPI Applications FaultSight: A Fault Analysis Tool for HPC Researchers
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