Efficient Three-Dimensional Processor Array Reconfiguration Algorithms Based on Bucket Effect

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems(2023)

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摘要
With the progressive augmentation of the density of three-dimensional (3D) processor arrays, some processor elements (PEs) often fail due to overload or overheating during massively parallel computing operations. Therefore, it is necessary to take effective fault-tolerant technology to ensure the reliability of the system. This paper investigates an efficient reconfiguration method to construct 3D fault-free logical subarray with more fault-free PEs and less interconnection length (inter-length). First, we propose a novel method based on the barrel effect to find the bottleneck plane of 3D processor arrays. Second, an efficient compensation strategy is proposed to replace faulty PEs on adjacent physical planes with fault-free PEs on the bottleneck planes, which leads to more fault-free PEs can be used to construct the subarray. Then, we propose a heuristic to construct the subarray and optimize iteration redundancy to accelerate reconstruction. Finally, a heuristic optimization algorithm is proposed to reduce the inter-length between PEs, which can reduce the dynamic power consumption and communication costs. In addition, we propose a more accurate method to calculate the lower bound of the inter-length to better evaluate the performance of the algorithm. Simulation experiments show that, compared to the state-of-the-arts, on 128×128×128 host array, the utilization rate of fault-free PEs can be improved up to 15.6% and the inter-length redundancy can be reduced by 78.2% for random faults. On 64×64×64 host array, the average improvement of the two indicators under clustered faults can reach 93.2% and 69.3%. Moreover, for all cases considered, the proposed new lower bound and reconstruction time can be reduced by an average of 18.47% and 76.13%, respectively.
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关键词
3D VISL array,fault tolerance,reconfiguration,interconnection length,algorithm
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