DeepGEMM-Ascend is a matrix multiplication kernel library ported to Huawei's Ascend NPU platform, offering API compatibility with DeepGEMM and support for BF16, FP8, and FP4 data types. It provides lightweight abstractions over Ascend hardware primitives and optimization techniques like sparse data loading and coroutine pipelining to achieve near-peak hardware performance across various matrix shapes.