'Benchmark suite' presentation slideshows

Holistic Approach to DNN Training Efficiency: Analysis and Optimizations

Holistic Approach to DNN Training Efficiency: Analysis and Optimizations. Gennady Pekhimenko Assistant Professor Computer Systems and Networking Group (CSNG) EcoSystem Group. Overview. Machine Learning Benchmarking and Analysis Gist: Efficient Data Encoding for DNN Training

744 views • 74 slides

Holistic Approach to DNN Training Efficiency: Analysis and Optimizations

630 views • 61 slides

David A. Bader

BioPerf : An Open Benchmark Suite for Evaluating Computer Architecture on Bioinformatics and Life Science Applications. David A. Bader. Collaborators. Vipin Sachdeva (U New Mexico, Georgia Tech, IBM Austin) Tao Li (U Florida) Yue Li (U Florida) Virat Agrawal (IIT Delhi)

633 views • 49 slides

Adaptable benchmarks for register blocked sparse matrix-vector multiplication

Adaptable benchmarks for register blocked sparse matrix-vector multiplication. Berkeley Benchmarking and Optimization group (BeBOP) Hormozd Gahvari and Mark Hoemmen Based on research of: Eun-Jin Im Rich Vuduc. Outline. Sparse matrix-vector multiplication

672 views • 38 slides

Adaptable benchmarks for register blocked sparse matrix-vector multiplication

Adaptable benchmarks for register blocked sparse matrix-vector multiplication. Berkeley Benchmarking and Optimization group (BeBOP) Hormozd Gahvari and Mark Hoemmen Based on research of: Eun-Jin Im Rich Vuduc. Outline. Sparse matrix-vector multiplication

581 views • 38 slides

An Efficient Implementation for Calculating Stable Models of Kernel Programs

University of Milan. Helsinki university of technology. An Efficient Implementation for Calculating Stable Models of Kernel Programs. Fabrizio Magni Relatore: Prof. Alessandro Provetti Corelatore: Prof. Ilka Niemela. Aims of this Thesis. Studying of kernel semantic,

435 views • 33 slides

Tsung-Wei Huang and Tsung-Yi Ho eda.csie.ncku.tw

A Fast Routability- and Performance-Driven Droplet Routing Algorithm for Digital Microfluidic Biochip. IEEE International Conference on Computer Design. Tsung-Wei Huang and Tsung-Yi Ho http://eda.csie.ncku.edu.tw Department of Computer Science and Information Engineering

364 views • 32 slides

David A. Bader

BioPerf : An Open Benchmark Suite for Evaluating Computer Architecture on Bioinformatics and Life Science Applications. David A. Bader. Collaborators. Vipin Sachdeva (U New Mexico, Georgia Tech, IBM Austin) Tao Li (U Florida) Yue Li (U Florida) Virat Agrawal (IIT Delhi)

436 views • 31 slides

A Characterization of Big Data Benchmarks

A Characterization of Big Data Benchmarks. Wen.Xiong Zhibin Yu, Zhendong Bei, Juanjuan Zhao, Fan Zhang, Yubin Zou, Xue Bai, Ye Li, Chengzhong Xu Shenzhen Institutes of Advanced Technology Chinese Academy of Sciences. Agenda. Background Motivation Methodology Evaluation Conclusion

371 views • 30 slides

David A. Bader, Yue Li Tao Li Vipin Sachdeva

BioPerf: A Benchmark Suite to Evaluate High-Performance Computer Architecture on Bioinformatics Applications. David A. Bader, Yue Li Tao Li Vipin Sachdeva Georgia Tech. University of Florida UNM Oct. 7, 2005.

424 views • 28 slides

STAMP: Stanford Transactional Applications for Multi-Processing

401 views • 25 slides

IASA IT division

Technical Manager. IASA IT division. Marios Chatziangelou. Division key areas. Division expertise: focused on three main areas: (Inter)National IT services (EU/National projects) Institutional-level IT services Software Development. Activities.

377 views • 24 slides

The Pitfalls and Guidelines for Mobile ML Benchmarking

The Pitfalls and Guidelines for Mobile ML Benchmarking. Fei Sun. Software Engineer, AI platform, Facebook. Mobile ML Deployment at Facebook. ML Deployment at Facebook. Machine learning workload used at Facebook Neural style transfer Person segmentation Object detection Classification

244 views • 24 slides

Part 6 Fundamentals in Performance Evaluation

Computer Architecture Slide Sets WS 2011/2012 Prof. Dr. Uwe Brinkschulte Prof. Dr. Klaus Waldschmidt. Part 6 Fundamentals in Performance Evaluation. Why performance evaluation?. Comparison of computers Selection of a computer

357 views • 22 slides

SPEC Benchmarks for Large Systems

SPEC Benchmarks for Large Systems Matthias Mueller, Kumaran Kalyanasundaram, G. Gaertner, W. Jones, R. Eigenmann, R. Lieberman, M. van Waveren, and B. Whitney SPEC High Performance Group mueller@hlrs.de. What is SPEC?.

360 views • 22 slides

SPEC OMP Benchmark Suite

SPEC OMP Benchmark Suite. H. Saito, G. Gaertner, W. Jones, R. Eigenmann, H. Iwashita, R. Lieberman, M. van Waveren, and B. Whitney SPEC High-Performance Group. Structure of talk. Description of SPEC OMP Benchmarks Scalability of SPEC OMP Benchmarks Conclusion. SPEC OMP.

314 views • 17 slides

Session 10: The ISPD2005 Placement Contest

Session 10: The ISPD2005 Placement Contest. Outline. Benchmark & Contest Introduction Individual placement presentation FastPlace, Capo, mPL, FengShui, APlace, NTUPlace, mFAR, Kraftwerk&Domino, Dragon2005 Result Announcement Conclusion & Future Work.

294 views • 16 slides

Session 10: The ISPD2005 Placement Contest

Session 10: The ISPD2005 Placement Contest. Outline. Benchmark & Contest Introduction Individual placement presentation FastPlace, Capo, mPL, FengShui, APlace, NTUPlace, mFAR, Kraftwerk&Domino, Dragon2005 Result Announcement Conclusion & Future Work.

166 views • 16 slides

SPEC HPG Benchmarks for HPC Systems

263 views • 14 slides