PPT-Exploiting Inter-Warp Heterogeneity

to Improve GPGPU Performance Rachata Ausavarungnirun Saugata Ghose Onur Kayiran Gabriel H Loh Chita Das Mahmut Kandemir Onur Mutlu Overview of This Talk Problem . David K. . Guilkey. Demographic Applications:. Single Spell. 1. Time until death. 2. Time until retirement. 3. Time until first marriage. 4. Time until first birth. Multiple Spell. 1. Time until birth of each child. T. i. ~ N(. q. i. ,s. i. 2. ). q. i. ~ N(. m. ,t. 2. ). There’s a Grand Mean.. Everything else is noise.. A First Stab at a Model: Fixed Effects. Starting model: there is only one grand mean, everything else is error. CSE481M: Home Networking Capstone. March 30. th. , 2011. Home networks are a success. Source: Home Networking Market Data, ABI Research, Nov 2010. Broadband penetration (US). Revenue for networked devices (worldwide). Disclosure. Vincent. CH14. I. ntroduction. In . this chapter, we . will try to. . extract further information from an application during an . actual attack. . . This mainly involves . I. nteracting . Goal. Idle thread. Active thread. Compaction. Compact threads in a warp to coalesce (and eliminate) idle cycles .  improve utilization. References. V. . Narasiman. , et. al., “Improving GPU Performance via Large Warps and Two-Level Scheduling,” MICRO 2011. Supervisor: Dr. Doug King. Niloofar. . Alavi. Background: Biodiversity and Habitat . H. eterogeneity. Biodiversity:. . T. he . variability among living organisms from all sources including, terrestrial, marine and other aquatic ecosystems and the ecological complexes of which they are part . Meta-analysis (contd.). Rita . Popat. , PhD. Clinical Associate Professor. Dept. of Health Research & Policy (Division of Epidemiology). rpopat@stanford.edu. SYSREV Series. Part 1: Literature Searching, DB Selection, Reference Management. Goal. Idle thread. Active thread. Compaction. Compact threads in a warp to coalesce (and eliminate) idle cycles .  improve utilization. References. V. . Narasiman. , et. al., “Improving GPU Performance via Large Warps and Two-Level Scheduling,” MICRO 2011. EXTRA WARP/WEFT. Extra warp or weft (supplementary warp/weft).  . A class of weave in which extra warp of weft threads are used in addition to ground threads. The extra threads are normally used as figuring threads for decorative purposes.. Loose Round Robin (LRR). Goes around to every warp . and issue if ready (R). If warp is not ready (W), . skip and issue next ready warp. Issue: Warps all run at the same speed,. potentially all reaching memory access. Emma Mead. Methodologist at the . Cochrane Skin . Group, University of Nottingham. Research associate and PhD student, Teesside University. Email: . Emma.Mead@nottingham.ac.uk. Dr . Ben . Carter. Statistics Editor for the Cochrane Skin Group, . Collaborative Context Collection. Farzad Khorasani, Rajiv Gupta, . Laxmi. N. . Bhuyan. UC Riverside. The 48th Annual IEEE/ACM International Symposium on . Microarchitecture (MICRO), 2015. One PC for the SIMD group (warp):. . & Nathan Gillespie. Types of Heterogeneity. Terminology depends on research question. Moderation, confounding, . GxE. Systematic differences. Measured or Manifest moderator/confounder. Discrete traits. Conditions in the Field of Wind . Energy. MSc . Thesis Presentation. Robin . Keus. Wednesday, 17 May 2017. Supervisors:. Dr. Ir. W.A.A.M. . Bierbooms. , TU Delft. Drs. J. P. . Coelingh. , . Vattenfall.