Book ; Online: Slide FFT on a homogeneous mesh in wafer-scale computing
2024
Abstract: Searches for signals at low signal-to-noise ratios frequently involve the Fast Fourier Transform (FFT). For high-throughput searches, we here consider FFT on the homogeneous mesh of Processing Elements (PEs) of a wafer-scale engine (WSE). To minimize ... ...
Abstract | Searches for signals at low signal-to-noise ratios frequently involve the Fast Fourier Transform (FFT). For high-throughput searches, we here consider FFT on the homogeneous mesh of Processing Elements (PEs) of a wafer-scale engine (WSE). To minimize memory overhead in the inherently non-local FFT algorithm, we introduce a new synchronous slide operation ({\em Slide}) exploiting the fast interconnect between adjacent PEs. Feasibility of compute-limited performance is demonstrated in linear scaling of Slide execution times with varying array size in preliminary benchmarks on the CS-2 WSE. The proposed implementation appears opportune to accelerate and open the full discovery potential of FFT-based signal processing in multi-messenger astronomy. Comment: 7 pages, 6 figures |
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Keywords | Electrical Engineering and Systems Science - Signal Processing ; Astrophysics - Instrumentation and Methods for Astrophysics ; Computer Science - Distributed ; Parallel ; and Cluster Computing ; Computer Science - Data Structures and Algorithms |
Subject code | 004 |
Publishing date | 2024-01-04 |
Publishing country | us |
Document type | Book ; Online |
Database | BASE - Bielefeld Academic Search Engine (life sciences selection) |
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