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The IRIS-HEP software institute, as a contributor to the broader HEP Python ecosystem, is developing scalable analysis infrastructure and software tools to address the upcoming HL-LHC computing challenges with new approaches and paradigms,…

The large data volumes expected from the High Luminosity LHC (HL-LHC) present challenges to existing paradigms and facilities for end-user data analysis. Modern cyberinfrastructure tools provide a diverse set of services that can be…

分布式、并行与集群计算 · 计算机科学 2024-07-16 Sam Albin , Garhan Attebury , Kenneth Bloom , Brian Bockelman , Carl Lundstedt , Oksana Shadura , John Thiltges

This report evaluates the new analytical capabilities of DataStax Enterprise (DSE) [1] through the use of standard Hadoop workloads. In particular, we run experiments with CPU and I/O bound micro-benchmarks as well as OLAP-style analytical…

分布式、并行与集群计算 · 计算机科学 2014-12-17 Todor Ivanov , Raik Niemann , Sead Izberovic , Marten Rosselli , Karsten Tolle , Roberto V. Zicari

Hash tables are an essential data-structure for numerous networking applications (e.g., connection tracking, firewalls, network address translators). Among these, cuckoo hash tables provide excellent performance by allowing lookups to be…

网络与互联网体系结构 · 计算机科学 2017-12-29 Nicolas Le Scouarnec

Main memory column-stores have proven to be efficient for processing analytical queries. Still, there has been much less work in the context of clusters. Using only a single machine poses several restrictions: Processing power and data…

数据库 · 计算机科学 2017-09-18 Demian Hespe , Martin Weidner , Jonathan Dees , Peter Sanders

As exascale systems reach unprecedented concurrency, traditional performance analysis tools struggle with the overhead of massive-scale telemetry. We present an accelerated infrastructure for the hpcanalysis framework that leverages a…

分布式、并行与集群计算 · 计算机科学 2026-05-12 Dragana Grbic

Hash tables are used in a plethora of applications, including database operations, DNA sequencing, string searching, and many more. As such, there are many parallelized hash tables targeting multicore, distributed, and accelerator-based…

分布式、并行与集群计算 · 计算机科学 2021-04-05 Alok Tripathy , Oded Green

Motivated by the stringent requirements of the Upstream Pixel (UP) tracker in the LHCb Upgrade II and the Inner Tracking detector (ITK) of the Circular Electron Positron Collider, the COFFEE series of pixel sensor chips have been developed…

Data analysis in HEP has often relied on batch systems and event loops; users are given a non-interactive interface to computing resources and consider data event-by-event. The "Coffea-casa" prototype analysis facility is an effort to…

分布式、并行与集群计算 · 计算机科学 2021-09-08 Matous Adamec , Garhan Attebury , Kenneth Bloom , Brian Bockelman , Carl Lundstedt , Oksana Shadura , John Thiltges

For computational fluid dynamics (CFD) applications with a large number of grid points/cells, parallel computing is a common efficient strategy to reduce the computational time. How to achieve the best performance in the modern…

性能 · 计算机科学 2018-03-12 Yong-Xian Wang , Li-Lun Zhang , Wei Liu , Xing-Hua Cheng , Yu Zhuang , Anthony T. Chronopoulos

On-chip DNN inference and training at the Extreme-Edge (TinyML) impose strict latency, throughput, accuracy and flexibility requirements. Heterogeneous clusters are promising solutions to meet the challenge, combining the flexibility of…

This paper focuses on data structures for multi-core reachability, which is a key component in model checking algorithms and other verification methods. A cornerstone of an efficient solution is the storage of visited states. In related…

分布式、并行与集群计算 · 计算机科学 2010-05-06 Alfons Laarman , Jaco van de Pol , Michael Weber

Due to the increased demand of network traffic expected during the HL-LHC era, the T2 sites in the USA will be required to have 400Gbps of available bandwidth to their storage solution. With the above in mind we are pursuing a scale test of…

网络与互联网体系结构 · 计算机科学 2025-06-06 Aashay Arora , Jonathan Guiang , Diego Davila , Frank Würthwein , Justas Balcas , Harvey Newman

We propose, implement, and experimentally evaluate a runtime middleware to support high-throughput execution on hybrid cluster machines of large-scale analysis applications. A hybrid cluster machine consists of computation nodes which have…

分布式、并行与集群计算 · 计算机科学 2012-09-18 George Teodoro , Tony Pan , Tahsin M. Kurc , Jun Kong , Lee A. D. Cooper , Joel H. Saltz

Many computer systems for calculating the proper organization of memory are among the most critical issues. Using a tier cache memory (along with branching prediction) is an effective means of increasing modern multi-core processors'…

网络与互联网体系结构 · 计算机科学 2021-05-21 Mohamed A. Hamada , Abdelrahman Abdallah

In anticipation of the High Luminosity-LHC era, there is a critical need to oversee software readiness for upcoming growth in network traffic for production and user data analysis access. This paper looks into software and hardware required…

网络与互联网体系结构 · 计算机科学 2025-08-04 Aashay Arora , Diego Davila , Frank Würthwein , John Graham , Dima Mishin , Justas Balcas , Tom Lehman , Xi Yang , Chin Guok , Harvey Newman

Function-as-a-Service (FaaS) is increasingly popular in the software industry due to the implied cost-savings in event-driven workloads and its synergy with DevOps. To size an on-premise FaaS platform, it is important to estimate the…

性能 · 计算机科学 2020-07-03 Alim Ul Gias , Giuliano Casale

We provide an optimized implementation of the forward pass of FlashAttention-2, a popular memory-aware scaled dot-product attention algorithm, as a custom fused CUDA kernel targeting NVIDIA Hopper architecture and written using the…

机器学习 · 计算机科学 2023-12-20 Ganesh Bikshandi , Jay Shah

The growing complexity and variety of Big Data platforms makes it both difficult and time consuming for all system users to properly setup and operate the systems. Another challenge is to compare the platforms in order to choose the most…

分布式、并行与集群计算 · 计算机科学 2015-10-28 Todor Ivanov , Sead Izberovic

In April 2023, HEPScore23, the new benchmark based on HEP specific applications, was adopted by WLCG, replacing HEP-SPEC06. As part of the transition to the new benchmark, the CPU corepower published by the sites needed to be compared with…

分布式、并行与集群计算 · 计算机科学 2025-02-10 Natalia Szczepanek , Domenico Giordano , Ivan Glushkov , Gonzalo Menendez Borge , Alessandro Di Girolamo , Alexander Lory , Ilija Vukotic
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