Abstract: This research proposes and evaluates a novel approach to optimizing matrix multiplication (MatMul) on Huawei Ascend NPUs, motivated by a key insight: during matrix-vector multiplication ...

Abstract: Matrix-vector multiplication (MVM) underpins modern AI workloads, yet scaling it on electronic hardware is increasingly constrained by energy, bandwidth, and latency bottlenecks. Photonic ...

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点击上方“Deephub Imba”,关注公众号,好文章不错过 !做过 GPU kernel 优化的人对以下编程模型肯定不会陌生：写一个 CUDA kernel分发到流式多处理器（SM）上执行，缓存层次结构自行负责数据搬运。而TPU ...

Deep learning has been successfully applied in the field of medical diagnosis, and improving the accurate classification of ...