Abstract:This paper presents HDNN, a proof-of-concept MLIR dialect for cross-platform computing specialized in deep neural networks. As target devices, HDNN supports CPUs, GPUs and TPUs. In this paper, we provide a comprehensive description of the HDNN dialect, outlining how this novel approach aims to solve the $$P^3$$
P
3
problem of parallel programming (portability, productivity, and performance). An HDNN program is device-agnostic,… Show more
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