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A Survey On Data-Centric And Data-Aware Techniques For Large Scale Infrastructures

Silvina Caíno-Lores, Jesús Carretero
2016 Zenodo  
Large scale computing infrastructures have been widely developed with the core objective of providing a suitable platform for high-performance and high-throughput computing. These systems are designed to support resource-intensive and complex applications, which can be found in many scientific and industrial areas. Currently, large scale data-intensive applications are hindered by the high latencies that result from the access to vastly distributed data. Recent works have suggested that
more » ... g data locality is key to move towards exascale infrastructures efficiently, as solutions to this problem aim to reduce the bandwidth consumed in data transfers, and the overheads that arise from them. There are several techniques that attempt to move computations closer to the data. In this survey we analyse the different mechanisms that have been proposed to provide data locality for large scale high-performance and high-throughput systems. This survey intends to assist scientific computing community in understanding the various technical aspects and strategies that have been reported in recent literature regarding data locality. As a result, we present an overview of locality-oriented techniques, which are grouped in four main categories: application development, task scheduling, in-memory computing and storage platforms. Finally, the authors include a discussion on future research lines and synergies among the former techniques.
doi:10.5281/zenodo.1112257 fatcat:4l7qjgwdcrffddnwgb4dd3miuu

A4MD In Situ Data Analytics for Next Generation Molecular Dynamics Workflows [article]

Silvina Caino-Lores, Michela Taufer, Ian Lumsden, Ewa Deelman, Rafael Ferreira Da Silva, Loic Pottier, Tu Mai Anh Do, Harel Weinstein, Michel A. Cuendet, Ekatarina Kots, Ambrose Plante, Trilce Estrada (+1 others)
2021 figshare.com  
Use-case of metadata, interoperability, and software methods for robust science in high-throughput workflows. We present the use of In situ analysis techniques for improving annotation, metadata and provenance in molecular dynamics workflows as well as challenges for interoperability and tools for automatic annotation and deployment of in situ MD workflows.
doi:10.6084/m9.figshare.14485233.v1 fatcat:3obui7653bepjfysda7o4ppope

A4MD In Situ Data Analytics for Next Generation Molecular Dynamics Workflows [article]

Michela Taufer, Silvina Caino-Lores, Ian Lumsden, Ewa Deelman, Rafael Ferreira Da Silva, Loic Pottier, Tu Mai Ahn Do, Harel Weinstein, Michel A. Cuendet, Ekatarina Kots, Ambrose Plante, Trilce Estrada (+2 others)
2021 figshare.com  
Use-case of scalability in high-throughput workflows. We present the use of In situ analysis techniques for improving scalability in molecular dynamics workflows as well as the effects of automation on reproducibility and trustworthiness of results.
doi:10.6084/m9.figshare.14153498.v1 fatcat:mmtdfncqvzcefjgjppblr4avym

Workshop Organization

2020 2020 IEEE/ACM Workflows in Support of Large-Scale Science (WORKS)  
Paris-Dauphine, France Ivona Brandic -TU Wien, Austria Silvina Caino-Lores -University of Tennessee, USA Henri Casanova -University of Hawaii at Manoa, USA Thomas Fahringer -University of Innsbruck, Austria  ... 
doi:10.1109/works51914.2020.00005 fatcat:u3kbsufhnze2za5ac3usjxhcle

Table of Contents

2018 2018 IEEE/ACM 5th International Conference on Big Data Computing Applications and Technologies (BDCAT)  
Caíno-Lores (University Carlos III of Madrid), Jesús Carretero (University Carlos III of Madrid), Bogdan Nicolae (Argonne National Laboratory), Orcun Yildiz (Argonne National Laboratory), and Tom Peterka  ...  xiii BDCAT 2018 Technical Program Committee xiv Session: Big Data Infrastructures I Spark-DIY: A Framework for Interoperable Spark Operations with High Performance Block-Based Data Models 1 Silvina  ... 
doi:10.1109/bdcat.2018.00004 fatcat:ykdhdzmqerarpook3yfqlzxfxi

Número 12 completo

Aldo Ruffinatto Et Al.
2013
Es necesario afirmar en este intento de trazar un sendero en el bosque de la poesía española de la segunda mitad del Novecientos (la expresión es de la inolvidable Lore Terracini) que las observaciones  ...  un albero e strappandogli la pelle. di piena ribellione contro l'ordine cosmico; irrorato di quella stessa irruente rebeldía e di quella brama di conoscenza che avevano già informato le narrazioni del Caino  ... 
doi:10.13135/1594-378x/421 fatcat:ycjni6mslffd3bh5dqj3aymbcy