The Matrix universe is waking up again, and this time the questions feel bigger than ever. With familiar faces returning, the line between reality and control starts to blur in new ways. This chapter ...

Abstract: Structured sparsity has been proposed as an efficient way to prune the complexity of Machine Learning (ML) applications and to simplify the handling of sparse data in hardware. Accelerating ...

* Program re-ordering for improved L2 cache hit rate. * Automatic performance tuning. # Motivations # Matrix multiplications are a key building block of most modern high-performance computing systems.

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 ...

systolic_array_configurable #(.SIZE(4), .DATAFLOW(1)) dut_4x4_os ( ...