Hardware-Assisted Virtualization of Neural Processing Units for Cloud Platforms
Cloud platforms today have been deploying hardware accelerators like neural processing
units (NPUs) for powering machine learning (ML) inference services. To maximize the …
units (NPUs) for powering machine learning (ML) inference services. To maximize the …
Research on High-Performance Fourier Transform Algorithms Based on the NPU
Q Li, D Zuo, Y Feng, D Wen - Applied Sciences, 2024 - mdpi.com
Backpack computers require powerful, intelligent computing capabilities for field wearables
while taking energy consumption into careful consideration. A recommended solution for this …
while taking energy consumption into careful consideration. A recommended solution for this …
sNPU: Trusted Execution Environments on Integrated NPUs
Trusted execution environment (TEE) promises strong security guarantee with hardware
extensions for security-sensitive tasks. Due to its numerous benefits, TEE has gained …
extensions for security-sensitive tasks. Due to its numerous benefits, TEE has gained …
System Virtualization for Neural Processing Units
Modern cloud platforms have been employing hardware accelerators such as neural
processing units (NPUs) to meet the increasing demand for computing resources for AI …
processing units (NPUs) to meet the increasing demand for computing resources for AI …
M2M: A Fine-Grained Mapping Framework to Accelerate Multiple DNNs on a Multi-Chiplet Architecture
J Zhang, X Wang, Y Ye, D Lyu, G Xiong… - … Transactions on Very …, 2024 - ieeexplore.ieee.org
With the advancement of artificial intelligence, the collaboration of multiple deep neural
networks (DNNs) has been crucial to existing embedded systems and cloud systems …
networks (DNNs) has been crucial to existing embedded systems and cloud systems …
[HTML][HTML] Hardware-Assisted Low-Latency NPU Virtualization Method for Multi-Sensor AI Systems
JH Jean, DS Kim - Sensors, 2024 - mdpi.com
Recently, AI systems such as autonomous driving and smart homes have become integral to
daily life. Intelligent multi-sensors, once limited to single data types, now process complex …
daily life. Intelligent multi-sensors, once limited to single data types, now process complex …
GTA: a new General Tensor Accelerator with Better Area Efficiency and Data Reuse
C Ai, L Zhao, Z Huang, C Li, X Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, tensor algebra have witnessed significant applications across various domains.
Each operator in tensor algebra features different computational workload and precision …
Each operator in tensor algebra features different computational workload and precision …
[PDF][PDF] Hardware-assisted virtualization for neural processing units
Modern cloud platforms have deployed neural processing units (NPUs) to meet the
increasing demand for machine learning (ML) services. However, the current way of using …
increasing demand for machine learning (ML) services. However, the current way of using …