The Register File (RF) is a critical structure in Graphics Processing Units (GPUs) responsible for a large portion of the area and power. To simplify the architecture of the RF, it is …
The leakage power dissipation has become one of the major concerns with technology scaling. The GPGPU register file has grown in size over last decade in order to support the …
S Jin, H Lee, J Lee, J Kim, WW Ro - Journal of Systems Architecture, 2024 - Elsevier
Abstract Graphics Processing Units (GPUs) have become dominant accelerators for Machine Learning (ML) and High-Performance Computing (HPC) applications due to their …
Graphics Processing Units (GPUs) employ large register files to accommodate all active threads and accelerate context switching. Unfortunately, register files are a scalability …
Data prefetching, ie, the act of predicting application's future memory accesses and fetching those that are not in the on-chip caches, is a well-known and widely-used approach to hide …
H Jeon - Handbook of Computer Architecture, 2023 - Springer
The graphics processing unit (GPU) became an undoubtedly important computing engine for high-performance computing. With massive parallelism and easy programmability, GPU …
The massive parallelism provided by general-purpose GPUs (GPGPUs) possessing numerous compute threads in their streaming multiprocessors (SMs) and enormous memory …
As modern GPU workloads become larger and more complex, there is an ever-increasing demand for GPU computational power. Traditionally, GPUs have lacked generalized data …
To avoid immoderate power consumption, the chip industry has shifted away from high performance single threaded designs to high throughput multi-threaded designs. Graphic …