A Tree-Based Checkpointing Architecture for the Dependability of FPGA Computing

作者:Hoang Gia Vu*; Takamaeda Yamazaki Shinya; Nakada Takashi; Nakashima Yasuhiko
来源:IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2018, E101D(2): 288-302.
DOI:10.1587/transinf.2017RCP0010

摘要

Modern FPGAs have been integrated in computing systems as accelerators for long running applications. This integration puts more pressure on the fault tolerance of computing systems, and the requirement for dependability becomes essential. As in the case of CPU-based system, checkpoint/restart techniques are also expected to improve the dependability of FPGA-based computing. Three issues arise in this situation: how to checkpoint and restart FPGAs, how well this checkpoint/restart model works with the checkpoint/restart model of the whole computing system, and how to build the model by a software tool. In this paper, we first present a new checkpoint/restart architecture along with a checkpointing mechanism on FPGAs. We then propose a method to capture consistent snapshots of FPGA and the rest of the computing system. Third, we provide "fine-grained" management for checkpointing to reduce performance degradation. For the host CPU, we also provide a stack which includes API functions to manage checkpoint/restart procedures on FPGAs. Fourth, we present a Python-based tool to insert checkpointing infrastructure. Experimental results show that the checkpointing architecture causes less than 10% maximum clock frequency degradation, low checkpointing latencies, small memory footprints, and small increases in power consumption, while the LUT overhead varies from 17.98% (Dijkstra) to 160.67% (Matrix Multiplication).

  • 出版日期2018-2