PPT-SILT: A Memory-Efficient,

HighPerformance KeyValue Store Hyeontaek Lim Bin Fan David G Andersen Michael Kaminsky Carnegie Mellon University Intel Labs 20111024 KeyValue Store 2 Clients PUTkey value. Avg Access Time 2 Tokens Number of Controllers Average Access Time clock cyles brPage 16br Number of Tokens vs Avg Access Time 9 Controllers Number of Tokens Average Access Time clock cycles brPage 17br brPage 18br FAWN. :. Workloads and Implications. Vijay . Vasudevan. , David Andersen, Michael . Kaminsky. *, Lawrence Tan, . Jason Franklin. , . Iulian. . Moraru. Carnegie Mellon University, *Intel Labs Pittsburgh. U . Wisc. and HP Labs. ISCA’13. Architecture Reading Club Summer'13. 1. Key points. Big memory workloads . Memcached. , databases, graph analysis . Analysis shows. TLB misses can account for . upto. Martin Burtscher. Department of Computer Science. High-End CPUs and GPUs. Xeon X7550 Tesla C2050. Cores 8 (superscalar) 448 (simple). Active threads 2 per core 48 per core. Frequency 2 GHz 1.15 GHz. Reducing Dimensionality of Nested Page Walks . Jayneel . Gandhi. , . Arkaprava. . Basu. ,. Mark D. . Hill, Michael . M. . Swift. MICRO-47 . Executive Summary. Problem: TLB misses in virtual machines. Intra. -domain Isolation. Yutao Liu. , . Tianyu. . Zhou,. . Kexin. . Chen,. . Haibo Chen, . Yubin. . Xia. Institute of Parallel and Distributed System (IPADS). Shanghai . Jiao Tong . University. EMSOFT 2015. Farley Lai. , Daniel Schmidt, . Octav. . Chipara. Department of Computer Science. A class of applications that process continuous input data streams and may produce continuous output streams. FAWN. :. Workloads and Implications. Vijay . Vasudevan. , David Andersen, Michael . Kaminsky. *, Lawrence Tan, . Jason Franklin. , . Iulian. . Moraru. Carnegie Mellon University, *Intel Labs Pittsburgh. Reducing Dimensionality of Nested Page Walks . Jayneel . Gandhi. , . Arkaprava. . Basu. ,. Mark D. . Hill, Michael . M. . Swift. MICRO-47 . Executive Summary. Problem: TLB misses in virtual machines. May 17. BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart. 1. Jinhong Jung. Namyong. Park. Lee . Sael. U Kang. Outline. Introduction. Proposed Method. Experiment. Conclusion. Samuli Laine Tero Karras. NVIDIA Research. “Bitmaps” vs “Vectors”. 2. Bitmap 2D image. Vector 2D image. Why Not “Bitmaps” in 3D?. 3. ?. “Bitmap” 3D object. Vector 3D object. Voxel datasets often consist of volume data . for Big Memory Servers. Arkaprava Basu. , . Jayneel. Gandhi, . Jichuan. Chang*, Mark D. Hill, Michael M. Swift. “. Virtual . Memory was invented in a time of scarcity. Is it still good idea?. ” . 1. Silt problems. Choking of UBDC (1870). Deposition of silt in . MRLink. (9 . ft. out of 14.5 . ft. ). Sedimentation in Reservoirs. 1-2% per year. Tarbela. 30%. Mangla. 30%. Chashma 60%. 2. Methods of Silt Control. Gyrokinetic. Particle-to-Grid Interpolation for Multicore Processors. Kamesh. . Madduri. , . Samuel Williams. , . Stephane. . Ethier. , . Leonid . Oliker. , John . Shalf. , Erich . Strohmaier. , Katherine Yelick .