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PIM-malloc: A Fast and Scalable Dynamic Memory Allocator for Processing-In-Memory (PIM) Architectures
Dongjae Lee, Bongjoon Hyun, Youngjin Kwon +1
The ability to dynamically allocate memory is fundamental in modern programming languages. However, this feature is not adequately supported in current general-purpose PIM devices.…
PIM-MMU: A Memory Management Unit for Accelerating Data Transfers in Commercial PIM Systems
Dongjae Lee, Bongjoon Hyun, Taehun Kim +1
Processing-in-memory (PIM) has emerged as a promising solution for accelerating memory-intensive workloads as they provide high memory bandwidth to the processing units. This appro…
Pathfinding Future PIM Architectures by Demystifying a Commercial PIM Technology
Bongjoon Hyun, Taehun Kim, Dongjae Lee +1
Processing-in-memory (PIM) has been explored for decades by computer architects, yet it has never seen the light of day in real-world products due to their high design overheads an…
NeuMMU: Architectural Support for Efficient Address Translations in Neural Processing Units
Bongjoon Hyun, Youngeun Kwon, Yujeong Choi +2
To satisfy the compute and memory demands of deep neural networks, neural processing units (NPUs) are widely being utilized for accelerating deep learning algorithms. Similar to ho…