عنوان

High performance computing :

(Number (ISBN

3030206564

(Number (ISBN

9783030206567

Erroneous ISBN

9783030206550

Title Proper

High performance computing :

General Material Designation

[Book]

Other Title Information

34th International Conference, ISC High Performance 2019, Frankfurt/Main, Germany, June 16-20, 2019, Proceedings /

First Statement of Responsibility

edited by Mich?le Weiland, Guido Juckeland, Carsten Trinitis, Ponnuswamy Sadayappan.

Place of Publication, Distribution, etc.

Cham, Switzerland :

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

2019.

Specific Material Designation and Extent of Item

1 online resource (xvi, 352 pages) :

Other Physical Details

illustrations (some color)

Series Title

Lecture notes in computer science ;

Series Title

LNCS sublibrary. SL 1, Theoretical computer science and general issues

Volume Designation

11501

Text of Note

Includes author index.

Text of Note

International conference proceedings.

Text of Note

Intro; Preface; Organization; Contents; Architectures, Networks and Infrastructure; Evaluating Quality of Service Traffic Classes on the Megafly Network; 1 Introduction; 2 Exploring Quality of Service on HPC Networks; 3 Evaluation Methodology; 3.1 HPC Simulation Environment; 3.2 Topology and Routing Description; 3.3 Network Configurations; 3.4 Workloads; 3.5 Rank-to-Node Mappings; 4 Quantifying Interference on 1-D Dragonfly and Megafly Networks; 5 Evaluating Quality of Service on Megafly Networks; 5.1 QoS Mechanism I: Prioritizing Entire Applications

Text of Note

5.1 Evaluation Using Synthetic Data Analysis5.2 Evaluation for SLOPE and Spark Using Real Applications; 6 Related Work; 7 Conclusions and Future Work; References; A Near-Data Processing Server Architecture and Its Impact on Data Center Applications; 1 Introduction; 2 Related Work; 3 NDP Server Architecture; 3.1 The Architecture of a Conventional Server; 3.2 The New NDP Server Architecture; 4 Implementations; 4.1 Implementation Methodology; 4.2 Implementation of SANS and SFNS; 4.3 Implementation of the Applications; 5 Evaluation; 5.1 Evaluation of FFT & LC & HE

Text of Note

5.2 QoS Mechanism II: Prioritizing and Guaranteeing Bandwidth to Latency-Sensitive Operations5.3 Applying QoS Mechanisms to Multiple Application Workloads in Parallel; 6 Related Work; 7 Discussion and Conclusion; References; Artificial Intelligence and Machine Learning; Densifying Assumed-Sparse Tensors; 1 Introduction; 2 Background; 3 Issues with Scaling the Transformer Model; 4 Densifying Assumed-Sparse Tensors; 5 Experimental Results; 5.1 Weak Scaling Performance; 5.2 Strong Scaling; 5.3 Model Accuracy; 6 Discussion; 7 Future Work and Conclusion; References

Text of Note

Data, Storage and VisualizationSLOPE: Structural Locality-Aware Programming Model for Composing Array Data Analysis; 1 Introduction; 2 Preliminaries; 2.1 Multidimensional Array; 2.2 User-Defined Function and Programming Model; 3 SLOPE Programming Model; 3.1 Abstract Data Type-Stencil; 3.2 SLOPE Programming Model; 3.3 Example Data Analysis Using SLOPE; 4 Parallel Execution Engine; 4.1 Overview of Parallel Execution Engine; 4.2 Data Partitioning and Halo Layer; 4.3 Data and Computing Scheduling; 4.4 Output Array Dimension; 4.5 Advanced Features; 4.6 Implementation of SLOPE; 5 Evaluation

Text of Note

Learning Neural Representations for Predicting GPU Performance1 Introduction; 2 Background and Motivation; 2.1 Related Work; 2.2 Explicit Features; 2.3 Representation Learning; 2.4 Collaborative Filtering; 3 Prediction Model; 3.1 Multi-layer Perceptron Model; 3.2 Multiple Training Objectives; 3.3 Automated Architecture Search; 4 Experiment Setup; 4.1 Machine Specification; 4.2 Benchmarks; 4.3 Methodology; 5 Results and Discussions; 5.1 Performance of Matrix Factorization (R1); 5.2 Performance of Multi-layer Perceptron (R2); 5.3 Training with Additional Metrics (R3); 6 Conclusions; References

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Text of Note

This book constitutes the refereed proceedings of the 34th International Conference on High Performance Computing, ISC High Performance 2019, held in Frankfurt/Main, Germany, in June 2019. The 17 revised full papers presented were carefully reviewed and selected from 70 submissions. The papers cover a broad range of topics such as next-generation high performance components; exascale systems; extreme-scale applications; HPC and advanced environmental engineering projects; parallel ray tracing - visualization at its best; blockchain technology and cryptocurrency; parallel processing in life science; quantum computers/computing; what's new with cloud computing for HPC; parallel programming models for extreme-scale computing; workflow management; machine learning and big data analytics; and deep learning and HPC. --

Source for Acquisition/Subscription Address

Springer Nature

Stock Number

com.springer.onix.9783030206567

Parallel Title

ISC High Performance 2019

High performance computing, Congresses.

Supercomputers, Congresses.

High performance computing.

Supercomputers.

Number

Edition

Class number

Book number

Juckeland, Guido

Sadayappan, P.

Trinitis, Carsten

Weiland, Michèle

ISC High Performance (Conference)(34th :2019 :, Frankfurt am Main, Germany)

Date of Transaction

20200823091611.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y