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High-Performance Big Data Computing
  • Language: en
  • Pages: 275

High-Performance Big Data Computing

  • Type: Book
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  • Published: 2022-08-02
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  • Publisher: MIT Press

An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep lLearning. Over the last decade, the exponential explosion of data known as big data has changed the way we understand and harness the power of data. The emerging field of high-performance big data computing, which brings together high-performance computing (HPC), big data processing, and deep learning, aims to meet the challenges posed by large-scale data processing. This book offers an in-depth overview of high-performance big data computing and the associated technical issues, approaches, and solutions. The book covers basic concepts and necessary background knowledge, ...

Big Data Benchmarks, Performance Optimization, and Emerging Hardware
  • Language: en
  • Pages: 227

Big Data Benchmarks, Performance Optimization, and Emerging Hardware

  • Type: Book
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  • Published: 2014-11-10
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  • Publisher: Springer

This book constitutes the thoroughly revised selected papers of the 4th and 5th workshops on Big Data Benchmarks, Performance Optimization, and Emerging Hardware, BPOE 4 and BPOE 5, held respectively in Salt Lake City, in March 2014, and in Hangzhou, in September 2014. The 16 papers presented were carefully reviewed and selected from 30 submissions. Both workshops focus on architecture and system support for big data systems, such as benchmarking; workload characterization; performance optimization and evaluation; emerging hardware.

Inquest: The Ambers of Life (An Anthology, Exploring Life's Varied Experiences)
  • Language: en
  • Pages: 200

Inquest: The Ambers of Life (An Anthology, Exploring Life's Varied Experiences)

Inquest is an anthology showcasing the understanding of life and its philosophy perceived by the various poets who have contributed their emotions for this anthology. One can get the poems from a 7 year old girl to a seventy year old retired man which presents the various level of understanding and perception of each of them.

Poet
  • Language: en
  • Pages: 832

Poet

  • Type: Book
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  • Published: 2006
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  • Publisher: Unknown

None

Designing Fast, Resilient and Heterogeneity-aware Key-value Storage on Modern HPC Clusters
  • Language: en

Designing Fast, Resilient and Heterogeneity-aware Key-value Storage on Modern HPC Clusters

  • Type: Book
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  • Published: 2019
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  • Publisher: Unknown

With the recent emergence of in-memory computing for Big Data analytics, memory-centric and distributed key-value storage has become vital to accelerating data processing workloads, in high-performance computing (HPC) and data center environments. This has led to several research works focusing on advanced key-value store designs with Remote- Direct-Memory-Access (RDMA) and hybrid `DRAM+NVM’ storage designs. However, these existing designs are constrained by the blocking store/retrieve semantics; incurring additional complexity with the introduction of high data availability and durability requirements. To cater to the performance, scalability, durability and resilience needs of the divers...

Emerging Trends in IoT and Computing Technologies
  • Language: en
  • Pages: 591

Emerging Trends in IoT and Computing Technologies

  • Type: Book
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  • Published: 2024-08-29
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  • Publisher: CRC Press

Second International Conference on Emerging Trends in IOT and Computing Technologies (ICEICT – 2023) is organised with a vision to address the various issues to promote the creation of intelligent solution for the future. It is expected that researchers will bring new prospects for collaboration across disciplines and gain ideas facilitating novel concepts. Second International Conference of Emerging Trends in IoT and Computer Technologies (ICEICT-2023) is an inventive event organised in Goel Institute of Technology and Management, Lucknow, India, with motive to make available an open International forum for the researches, academicians, technocrats, scientist, engineers, industrialist and...

Contemporary High Performance Computing
  • Language: en
  • Pages: 454

Contemporary High Performance Computing

  • Type: Book
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  • Published: 2019-05-08
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  • Publisher: CRC Press

Contemporary High Performance Computing: From Petascale toward Exascale, Volume 3 focuses on the ecosystems surrounding the world’s leading centers for high performance computing (HPC). It covers many of the important factors involved in each ecosystem: computer architectures, software, applications, facilities, and sponsors. This third volume will be a continuation of the two previous volumes, and will include other HPC ecosystems using the same chapter outline: description of a flagship system, major application workloads, facilities, and sponsors. Features: Describes many prominent, international systems in HPC from 2015 through 2017 including each system’s hardware and software architecture Covers facilities for each system including power and cooling Presents application workloads for each site Discusses historic and projected trends in technology and applications Includes contributions from leading experts Designed for researchers and students in high performance computing, computational science, and related areas, this book provides a valuable guide to the state-of-the art research, trends, and resources in the world of HPC.

Analyzing Analytics
  • Language: en
  • Pages: 126

Analyzing Analytics

This book aims to achieve the following goals: (1) to provide a high-level survey of key analytics models and algorithms without going into mathematical details; (2) to analyze the usage patterns of these models; and (3) to discuss opportunities for accelerating analytics workloads using software, hardware, and system approaches. The book first describes 14 key analytics models (exemplars) that span data mining, machine learning, and data management domains. For each analytics exemplar, we summarize its computational and runtime patterns and apply the information to evaluate parallelization and acceleration alternatives for that exemplar. Using case studies from important application domains...

Conquering Big Data with High Performance Computing
  • Language: en
  • Pages: 328

Conquering Big Data with High Performance Computing

  • Type: Book
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  • Published: 2016-09-16
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  • Publisher: Springer

This book provides an overview of the resources and research projects that are bringing Big Data and High Performance Computing (HPC) on converging tracks. It demystifies Big Data and HPC for the reader by covering the primary resources, middleware, applications, and tools that enable the usage of HPC platforms for Big Data management and processing.Through interesting use-cases from traditional and non-traditional HPC domains, the book highlights the most critical challenges related to Big Data processing and management, and shows ways to mitigate them using HPC resources. Unlike most books on Big Data, it covers a variety of alternatives to Hadoop, and explains the differences between HPC platforms and Hadoop.Written by professionals and researchers in a range of departments and fields, this book is designed for anyone studying Big Data and its future directions. Those studying HPC will also find the content valuable.

Programming Your GPU with OpenMP
  • Language: en
  • Pages: 332

Programming Your GPU with OpenMP

  • Type: Book
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  • Published: 2023-11-07
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  • Publisher: MIT Press

The essential guide for writing portable, parallel programs for GPUs using the OpenMP programming model. Today’s computers are complex, multi-architecture systems: multiple cores in a shared address space, graphics processing units (GPUs), and specialized accelerators. To get the most from these systems, programs must use all these different processors. In Programming Your GPU with OpenMP, Tom Deakin and Timothy Mattson help everyone, from beginners to advanced programmers, learn how to use OpenMP to program a GPU using just a few directives and runtime functions. Then programmers can go further to maximize performance by using CPUs and GPUs in parallel—true heterogeneous programming. An...