Benchmarking, Measuring, and Optimizing: Second BenchCouncil International Symposium, Bench 2019, Denver, CO, USA, November 14–16, 2019, Revised Selected Papers

Front Matter ....Pages i-xxvi
Front Matter ....Pages 1-1
 Performance Analysis of GPU Programming Models Using the Roofline Scaling Trajectories  (Khaled Z. Ibrahim, Samuel Williams, Leonid Oliker)....Pages 3-19
 GraphBench: A Benchmark Suite for Graph Computing Systems  (Lei Wang, Minghe Yu)....Pages 20-31
 Early Experience in Benchmarking Edge AI Processors with Object Detection Workloads  (Yujie Hui, Jeffrey Lien, Xiaoyi Lu)....Pages 32-48
Front Matter ....Pages 49-49
 XDN: Towards Efficient Inference of Residual Neural Networks on Cambricon Chips  (Guangli Li, Xueying Wang, Xiu Ma, Lei Liu, Xiaobing Feng)....Pages 51-56
 Performance Analysis of Cambricon MLU100  (Jiansong Li, Zihan Jiang)....Pages 57-66
 Exploring the Performance Bound of Cambricon Accelerator in End-to-End Inference Scenario  (Yifan Wang, Chundian Li, Chen Zeng)....Pages 67-74
 Improve Image Classification by Convolutional Network on Cambricon  (Peng He, Ge Chen, Kai Deng, Ping Yao, Li Fu)....Pages 75-82
Front Matter ....Pages 83-83
 RVTensor: A Light-Weight Neural Network Inference Framework Based on the RISC-V Architecture  (Pengpeng Hou, Jiageng Yu, Yuxia Miao, Yang Tai, Yanjun Wu, Chen Zhao)....Pages 85-90
 AIRV: Enabling Deep Learning Inference on RISC-V  (Yangyang Kong)....Pages 91-98
Front Matter ....Pages 99-99
 PSL: Exploiting Parallelism, Sparsity and Locality to Accelerate Matrix Factorization on x86 Platforms  (Weixin Deng, Pengyu Wang, Jing Wang, Chao Li, Minyi Guo)....Pages 101-109
 The Implementation and Optimization of Matrix Decomposition Based Collaborative Filtering Task on X86 Platform  (Tianshu Hao, Ziping Zheng)....Pages 110-115
 An Efficient Implementation of the ALS-WR Algorithm on x86 CPUs  (Maosen Chen, Tun Chen, Qianyun Chen)....Pages 116-122
 Accelerating Parallel ALS for Collaborative Filtering on Hadoop  (Yi Liang, Shaokang Zeng, Yande Liang, Kaizhong Chen)....Pages 123-137
Front Matter ....Pages 139-139
 Improving RGB-D Face Recognition via Transfer Learning from a Pretrained 2D Network  (Xingwang Xiong, Xu Wen, Cheng Huang)....Pages 141-148
 An Implementation of ResNet on the Classification of RGB-D Images  (Tongyan Gong, Huiqian Niu)....Pages 149-155
 Utilization of Resnet in RGB-D Facial Recognition Problems  (Xi Xiong)....Pages 156-161
Front Matter ....Pages 163-163
 Building the DataBench Workflow and Architecture  (Todor Ivanov, Timo Eichhorn, Arne Jørgen Berre, Tomás Pariente Lobo, Ivan Martinez Rodriguez, Ricardo Ruiz Saiz et al.)....Pages 165-171
 Benchmarking Solvers for the One Dimensional Cubic Nonlinear Klein Gordon Equation on a Single Core  (B. K. Muite, Samar Aseeri)....Pages 172-184
Front Matter ....Pages 185-185
 Deep Reinforcement Learning for Auto-optimization of I/O Accelerator Parameters  (Trong-Ton Pham, Dennis Mintah Djan)....Pages 187-203
 Causal Learning in Question Quality Improvement  (Yichuan Li, Ruocheng Guo, Weiying Wang, Huan Liu)....Pages 204-214
 SparkAIBench: A Benchmark to Generate AI Workloads on Spark  (Zifeng Liu, Xiaojiang Zuo, Zeqing Li, Rui Han)....Pages 215-221
Front Matter ....Pages 223-223
 Benchmarking Database Ingestion Ability with Real-Time Big Astronomical Data  (Qing Tang, Chen Yang, Xiaofeng Meng, Zhihui Du)....Pages 225-233
 A Practical Data Repository for Causal Learning with Big Data  (Lu Cheng, Ruocheng Guo, Raha Moraffah, K. Selçuk Candan, Adrienne Raglin, Huan Liu)....Pages 234-248
Front Matter ....Pages 249-249
 LCIO: Large Scale Filesystem Aging  (Matthew Bachstein, Feiyi Wang, Sarp Oral)....Pages 251-261
 BOPS, A New Computation-Centric Metric for Datacenter Computing  (Lei Wang, Wanling Gao, Kaiyong Yang, Zihan Jiang)....Pages 262-277
 Anomaly Analysis and Diagnosis for Co-located Datacenter Workloads in the Alibaba Cluster  (Rui Ren, Jinheng Li, Lei Wang, Yan Yin, Zheng Cao)....Pages 278-291
Front Matter ....Pages 293-293
 SSH-Backed API Performance Case Study  (Anagha Jamthe, Mike Packard, Joe Stubbs, Gilbert Curbelo III, Roseline Shapi, Elias Chalhoub)....Pages 295-305
 NTP: A Neural Net Topology Profiler  (Pravin Chandran, Raghavendra Bhat, Juby Jose, Viswanath Dibbur, Prakash Sirra Ajith)....Pages 306-318
 MCC: A Predictable and Scalable Massive Client Load Generator  (Wenqing Wu, Xiao Feng, Wenli Zhang, Mingyu Chen)....Pages 319-331
Front Matter ....Pages 333-333
 Apache Spark Streaming, Kafka and HarmonicIO: A Performance Benchmark and Architecture Comparison for Enterprise and Scientific Computing  (Ben Blamey, Andreas Hellander, Salman Toor)....Pages 335-347
 Benchmark Researches from the Perspective of Metrology  (Kun Yang, Tong Wu, Qingfei Shen, Weiqun Cui, Guichun Zhang)....Pages 348-359
Back Matter ....Pages 361-362