Benchmarking, Measuring, and Optimizing: First BenchCouncil International Symposium, Bench 2018, Seattle, WA, USA, December 10-13, 2018, Revised Selected Papers

Description

This book constitutes the refereed proceedings of the First International Symposium on Benchmarking, Measuring, and Optimization, Bench 2018, held in Seattle, WA, USA, in December 2018. The 20 full papers presented were carefully reviewed and selected from 51 submissions. The papers are organized in topical sections named: AI Benchmarking; Cloud; Big Data; Modelling and Prediction; and Algorithm and Implementations. Front Matter ....Pages i-xi Front Matter ....Pages 1-1 AIBench: Towards Scalable and Comprehensive Datacenter AI Benchmarking (Wanling Gao, Chunjie Luo, Lei Wang, Xingwang Xiong, Jianan Chen, Tianshu Hao et al.)....Pages 3-9 HPC AI500: A Benchmark Suite for HPC AI Systems (Zihan Jiang, Wanling Gao, Lei Wang, Xingwang Xiong, Yuchen Zhang, Xu Wen et al.)....Pages 10-22 Edge AIBench: Towards Comprehensive End-to-End Edge Computing Benchmarking (Tianshu Hao, Yunyou Huang, Xu Wen, Wanling Gao, Fan Zhang, Chen Zheng et al.)....Pages 23-30 AIoT Bench: Towards Comprehensive Benchmarking Mobile and Embedded Device Intelligence (Chunjie Luo, Fan Zhang, Cheng Huang, Xingwang Xiong, Jianan Chen, Lei Wang et al.)....Pages 31-35 A Survey on Deep Learning Benchmarks: Do We Still Need New Ones? (Qin Zhang, Li Zha, Jian Lin, Dandan Tu, Mingzhe Li, Fan Liang et al.)....Pages 36-49 Front Matter ....Pages 51-51 Benchmarking VM Startup Time in the Cloud (Samiha Islam Abrita, Moumita Sarker, Faheem Abrar, Muhammad Abdullah Adnan)....Pages 53-64 An Open Source Cloud-Based NoSQL and NewSQL Database Benchmarking Platform for IoT Data (Arjun Pandya, Chaitanya Kulkarni, Kunal Mali, Jianwu Wang)....Pages 65-77 Scalability Evaluation of Big Data Processing Services in Clouds (Xin Zhou, Congfeng Jiang, Yeliang Qiu, Tiantian Fan, Yumei Wang, Liangbin Zhang et al.)....Pages 78-90 PAIE: A Personal Activity Intelligence Estimator in the Cloud (Yingjie Shi, Fang Du, Yanyan Zhang, Zhi Li, Tao Zhang)....Pages 91-104 DCMIX: Generating Mixed Workloads for the Cloud Data Center (Xingwang Xiong, Lei Wang, Wanling Gao, Rui Ren, Ke Liu, Chen Zheng et al.)....Pages 105-117 Machine-Learning Based Spark and Hadoop Workload Classification Using Container Performance Patterns (Mikhail Genkin, Frank Dehne, Pablo Navarro, Siyu Zhou)....Pages 118-130 Testing Raft-Replicated Database Systems (Guohao Ding, Weining Qian, Peng Cai, Tianze Pang, Qiong Zhao)....Pages 131-144 Front Matter ....Pages 145-145 Benchmarking for Transaction Processing Database Systems in Big Data Era (Chunxi Zhang, Yuming Li, Rong Zhang, Weining Qian, Aoying Zhou)....Pages 147-158 UMDISW: A Universal Multi-Domain Intelligent Scientific Workflow Framework for the Whole Life Cycle of Scientific Data (Qi Sun, Yue Liu, Wenjie Tian, Yike Guo, Bocheng Li)....Pages 159-171 MiDBench: Multimodel Industrial Big Data Benchmark (Yijian Cheng, Mengqian Cheng, Hao Ge, Yuhe Guo, Yuanzhe Hao, Xiaoguang Sun et al.)....Pages 172-185 Front Matter ....Pages 187-187 Power Characterization of Memory Intensive Applications: Analysis and Implications (Yeliang Qiu, Congfeng Jiang, Tiantian Fan, Yumei Wang, Liangbin Zhang, Jian Wan et al.)....Pages 189-201 Multi-USVs Coordinated Detection in Marine Environment with Deep Reinforcement Learning (Ruiying Li, Rui Wang, Xiaohui Hu, Kai Li, Haichang Li)....Pages 202-214 EC-Bench: Benchmarking Onload and Offload Erasure Coders on Modern Hardware Architectures (Haiyang Shi, Xiaoyi Lu, Dhabaleswar K. Panda)....Pages 215-230 Front Matter ....Pages 231-231 Benchmarking SpMV Methods on Many-Core Platforms (Biwei Xie, Zhen Jia, Yungang Bao)....Pages 233-247 Benchmarking Parallel K-Means Cloud Type Clustering from Satellite Data (Carlos Barajas, Pei Guo, Lipi Mukherjee, Susan Hoban, Jianwu Wang, Daeho Jin et al.)....Pages 248-260 Back Matter ....Pages 261-262