CPU-NPU
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Related Articles from SNS
AcOrch: Accelerating Sampling-based GNN Training under CPU-NPU Heterogeneous Environments
arXiv:2606.01161v1 Announce Type: new Abstract: Graph Neural Networks (GNNs) have achieved remarkable success in various applications. Sampling-based GNN training, which conducts mini-batch training on sampled subgraphs, has become a promising solution for large-scale graphs. Given the resource-intensive nature of sampling-based GNN training, Neural Processing Units (NPUs), such as the Ascend AI processor, offer a promising alternative due to their high throughput and energy efficiency,...