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Transformers are ubiquitous in Natural Language Processing (NLP) tasks, but they are difficult to be deployed on hardware due to the intensive computation. To enable low-latency inference on resource-constrained hardware platforms, we…

Computation and Language · Computer Science 2024-04-05 Hanrui Wang , Zhanghao Wu , Zhijian Liu , Han Cai , Ligeng Zhu , Chuang Gan , Song Han

At present, the mostly used and developed mechanism is hardware virtualization which provides a common platform to run multiple operating systems and applications in independent partitions. More precisely, it is all about resource…

Hardware Architecture · Computer Science 2009-09-02 Kamanashis Biswas , Md. Ashraful Islam

Accelerators, like GPUs, have become a trend to deliver future performance desire, and sharing the same virtual memory space between CPUs and GPUs is increasingly adopted to simplify programming. However, address translation, which is the…

Hardware Architecture · Computer Science 2021-10-19 Chao Yu , Yuebin Bai , Rui Wang

Memory tiering is the norm to effectively tackle the increasing server memory total cost of ownership (TCO) and the growing data demands of modern data center workloads. However, the host-based state-of-the-art memory tiering solutions can…

Operating Systems · Computer Science 2025-06-09 Chandra Prakash , Aravinda Prasad , Sandeep Kumar , Sreenivas Subramoney

The utilization of paging for virtual machine (VM) memory management is the root cause of memory virtualization overhead. This paper shows that paging is not necessary in the hypervisor. In fact, memory fragmentation, which explains paging…

Operating Systems · Computer Science 2020-06-02 Boris Teabe , Peterson Yuhala , Alain Tchana , Fabien Hermenier , Daniel Hagimont , Gilles Muller

Several Hybrid Transactional Memory (HyTM) schemes have recently been proposed to complement the fast, but best-effort, nature of Hardware Transactional Memory (HTM) with a slow, reliable software backup. However, the fundamental…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-02-18 Dan Alistarh , Justin Kopinsky , Petr Kuznetsov , Srivatsan Ravi , Nir Shavit

Virtual screening (VS) is a computationally intensive process crucial for drug discovery, often requiring significant resources to analyze large chemical libraries and predict ligand-protein interactions. This study evaluates the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-10 Antonio Jesús Banegas-Luna , Baldomero Imbernón Tudela , Carlos Martínez-Cortés , José María Cecilia , Horacio Pérez-Sánchez

Modern computers are not random access machines (RAMs). They have a memory hierarchy, multiple cores, and virtual memory. In this paper, we address the computational cost of address translation in virtual memory. Starting point for our work…

Data Structures and Algorithms · Computer Science 2014-04-15 Tomasz Jurkiewicz , Kurt Mehlhorn

The memory demand of virtual machines (VMs) is increasing, while DRAM has limited capacity and high power consumption. Non-volatile memory (NVM) is an alternative to DRAM, but it has high latency and low bandwidth. We observe that the VM…

Operating Systems · Computer Science 2022-09-28 Sai sha , Chuandong Li , Yingwei Luo , Xiaolin Wang , Zhenlin Wang

Tvarak efficiently implements system-level redundancy for direct-access (DAX) NVM storage. Production storage systems complement device-level ECC (which covers media errors) with system-checksums and cross-device parity. This system-level…

Hardware Architecture · Computer Science 2019-08-28 Rajat Kateja , Nathan Beckmann , Gregory R. Ganger

We introduce a high-performance virtual machine (VM) written in a numerically fast language like Fortran or C to evaluate very large expressions. We discuss the general concept of how to perform computations in terms of a VM and present…

Computational Physics · Physics 2015-09-22 Bijan Chokoufe Nejad , Thorsten Ohl , Jürgen Reuter

Memory tiering systems seek cost-effective memory scaling by adding multiple tiers of memory. For maximum performance, frequently accessed (hot) data must be placed close to the host in faster tiers and infrequently accessed (cold) data can…

Operating Systems · Computer Science 2025-08-07 Sujay Yadalam , Konstantinos Kanellis , Michael Swift , Shivaram Venkataraman

The hubness problem widely exists in high-dimensional embedding space and is a fundamental source of error for cross-modal matching tasks. In this work, we study the emergence of hubs in Visual Semantic Embeddings (VSE) with application to…

Machine Learning · Computer Science 2019-11-25 Fangyu Liu , Rongtian Ye , Xun Wang , Shuaipeng Li

Virtualization, after having found widespread adoption in the server and desktop arena, is poised to change the architecture of embedded systems as well. The benefits afforded by virtualization - enhanced isolation, manageability,…

Operating Systems · Computer Science 2018-06-05 Janis Danisevskis , Michael Peter , Jan Nordholz

Virtual memory has been a standard hardware feature for more than three decades. At the price of increased hardware complexity, it has simplified software and promised strong isolation among colocated processes. In modern computing systems,…

Hardware Architecture · Computer Science 2020-09-16 Drew Zagieboylo , G. Edward Suh , Andrew C. Myers

Memory and logic integration on the same chip is becoming increasingly cost effective, creating the opportunity to offload data-intensive functionality to processing units placed inside memory chips. The introduction of memory-side…

Hardware Architecture · Computer Science 2017-08-23 Javier Picorel , Djordje Jevdjic , Babak Falsafi

Virtualization has become commonplace in modern data centers, often referred as "computing clouds". The capability of virtual machine live migration brings benefits such as improved performance, manageability and fault tolerance, while…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-12-12 William Voorsluys , James Broberg , Srikumar Venugopal , Rajkumar Buyya

Software-controlled heterogeneous memory systems have the potential to improve performance, efficiency, and cost tradeoffs in emerging systems. Delivering on this promise requires an efficient operating system (OS) mechanisms and policies…

Operating Systems · Computer Science 2020-04-13 Sudarsun Kannan , Yujie Ren , Abhishek Bhatacharjee

Memory tiering in datacenters does not achieve its full potential due to hotness fragmentation -- the intermingling of hot and cold objects within memory pages. This fragmentation prevents page-based reclamation systems from distinguishing…

Operating Systems · Computer Science 2025-10-23 Vinay Banakar , Suli Yang , Kan Wu , Andrea C. Arpaci-Dusseau , Remzi H. Arpaci-Dusseau , Kimberly Keeton

Embedded heterogeneous systems-on-chip (SoCs) rely on domain-specific hardware accelerators to improve performance and energy efficiency. In particular, programmable multi-core accelerators feature a cluster of processing elements and…

Hardware Architecture · Computer Science 2025-02-25 Cyril Koenig , Enrico Zelioli , Luca Benini
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