活动/讲座时间:2013-03-25 上午10:00-11:30
活动/讲座地点:九里校区逸夫馆4318
活动/讲座嘉宾:潘毅教授
嘉宾介绍:
Yi Pan is a Distinguished University Professor and Chair of Department of Computer Science atGeorgiaStateUniversity. He is also a "Changjiang Scholar" Chair Professor atCentralSouthUniversity, an IV-endowed visiting chair professor atTsinghuaUniversity, and a guest professor atBeijingUniversityinChina. Dr. Pan received his B.Eng. and M.Eng. degrees in
主要内容:
报告题目:Cloud Computing Programming Models - Challenges and Solutions
报告人:美国佐治亚州立大学潘毅教授
报告时间:2013年3月25日10:00-11:30
报告地点:逸夫馆4318#
主持人:范平志教授
摘要:Cloud computing has emerged rapidly as a growing paradigm of on-demand access to computing, data and software utilities using a usage-based billing model. Users essentially rent resources and pay for what they use and everything including software, platform, and infrastructure is as a service. In this talk, I will give a review of supercomputing, cluster computing, grid computing and cloud computing. Comparisons of these computing domains and programming models, their limitations and potential solutions will be included in this talk. In particular, I will point out the shortcomings and limitations of current cloud computing programming models and propose possible solutions. Current MapReduce model and its variants have succeeded in data-parallel applications such as database operations and web searching; however, they are still not effective for handling complex data and task dependencies in many compute-intensive applications such as graph applications and data analytics problems. We propose several approaches to this problem through extension of current programming models, automatic translation from sequential codes to cloud codes, detection of data and task parallelism and effective scheduling on cloud programming models. Some preliminary theoretical and experimental results will also be reported in this talk.