Big Data Benchmarking

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Release : 2015-06-13
Genre : Computers
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Book Rating : 332/5 ( reviews)

Big Data Benchmarking - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Data Benchmarking write by Tilmann Rabl. This book was released on 2015-06-13. Big Data Benchmarking available in PDF, EPUB and Kindle. This book constitutes the thoroughly refereed post-workshop proceedings of the 5th International Workshop on Big Data Benchmarking, WBDB 2014, held in Potsdam, Germany, in August 2014. The 13 papers presented in this book were carefully reviewed and selected from numerous submissions and cover topics such as benchmarks specifications and proposals, Hadoop and MapReduce - in the different context such as virtualization and cloud - as well as in-memory, data generation, and graphs.

High-Performance Big Data Computing

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Release : 2022-08-02
Genre : Computers
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Book Rating : 427/5 ( reviews)

High-Performance Big Data Computing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook High-Performance Big Data Computing write by Dhabaleswar K. Panda. This book was released on 2022-08-02. High-Performance Big Data Computing available in PDF, EPUB and Kindle. 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, including data processing frameworks, storage systems, and hardware capabilities; offers a detailed discussion of technical issues in accelerating big data computing in terms of computation, communication, memory and storage, codesign, workload characterization and benchmarking, and system deployment and management; and surveys benchmarks and workloads for evaluating big data middleware systems. It presents a detailed discussion of big data computing systems and applications with high-performance networking, computing, and storage technologies, including state-of-the-art designs for data processing and storage systems. Finally, the book considers some advanced research topics in high-performance big data computing, including designing high-performance deep learning over big data (DLoBD) stacks and HPC cloud technologies.

Advancing Big Data Benchmarks

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Release : 2014-10-08
Genre : Computers
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Book Rating : 965/5 ( reviews)

Advancing Big Data Benchmarks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Advancing Big Data Benchmarks write by Tilmann Rabl. This book was released on 2014-10-08. Advancing Big Data Benchmarks available in PDF, EPUB and Kindle. This book constitutes the thoroughly refereed joint proceedings of the Third and Fourth Workshop on Big Data Benchmarking. The third WBDB was held in Xi'an, China, in July 2013 and the Fourth WBDB was held in San José, CA, USA, in October, 2013. The 15 papers presented in this book were carefully reviewed and selected from 33 presentations. They focus on big data benchmarks; applications and scenarios; tools, systems and surveys.

Performance Evaluation and Benchmarking

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Release : 2021-08-03
Genre : Computers
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Book Rating : 244/5 ( reviews)

Performance Evaluation and Benchmarking - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Performance Evaluation and Benchmarking write by Raghunath Nambiar. This book was released on 2021-08-03. Performance Evaluation and Benchmarking available in PDF, EPUB and Kindle. This book constitutes the refereed post-conference proceedings of the 12th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2020, held in August 2020.The 8 papers presented were carefully reviewed and cover the following topics: testing ACID compliance in the LDBC social network benchmark; experimental performance evaluation of stream processing engines made easy; revisiting issues in benchmarking metric selection; performance evaluation for digital transformation; experimental comparison of relational and NoSQL document systems; a framework for supporting repetition and evaluation in the process of cloud-based DBMS performance benchmarking; benchmarking AI inference; a domain independent benchmark evolution model for the transaction processing performance council.

Big Data Benchmarks, Performance Optimization, and Emerging Hardware

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Release : 2014-11-10
Genre : Computers
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Book Rating : 218/5 ( reviews)

Big Data Benchmarks, Performance Optimization, and Emerging Hardware - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Data Benchmarks, Performance Optimization, and Emerging Hardware write by Jianfeng Zhan. This book was released on 2014-11-10. Big Data Benchmarks, Performance Optimization, and Emerging Hardware available in PDF, EPUB and Kindle. 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.