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When designing an algorithm, one cares about arithmetic/compu- tational complexity, but data movement (I/O) complexity plays an increasingly important role that highly impacts performance and energy consumption. For a given algorithm and a given I/O model, scheduling strategies such as loop tiling can reduce the required I/O down to a limit, called the I/O complexity, inherent to the algorithm itself. The objective of I/O complexity analysis is to compute, for a given program, its minimal I/O requirement among all valid schedules. We consider a sequential execution model with two memories, an infinite one, and a small one of size 𝑆 on which the computations retrieve and produce data. The I/O is the number of reads and writes between the two memories. We identify a common “hourglass pattern” in the dependency graphs of several common linear algebra kernels. Using the proper- ties of this pattern, we mathematically prove tighter lower bounds on their I/O complexity, which improves the previous state-of-the- art bound by a parametric ratio. This proof was integrated inside the IOLB automatic lower bound derivation tool.more » « less
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Derumigny, Nicolas; Bastian, Theophile; Gruber, Fabian; Iooss, Guillaume; Guillon, Christophe; Pouchet, Louis-Noel; Rastello, Fabrice (, 2022 IEEE/ACM International Symposium on Code Generation and Optimization (CGO))
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Olivry, Auguste; Iooss, Guillaume; Tollenaere, Nicolas; Rountev, Atanas; Sadayappan, P.; Rastello, Fabrice (, 42nd ACM SIGPLAN International Conference on Programming Language Design and Implementation)null (Ed.)
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