Lecture 2

Readings:

Resilient Distributed Datasets: A Fault-Tolerant Abstraction for In-Memory Cluster Computing Links to an external site.. Matei Zaharia, Mosharaf Chowdhury, Tathagata Das, Ankur Dave, Justin Ma, Murphy McCauley, Michael J. Franklin, Scott Shenker, Ion Stoica. NSDI 2012. April 2012.

Discussion: Daniel Haas, slides Download slides

Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud Links to an external site., Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein, VLDB 2012.

Kylix: A Sparse Allreduce for Commodity Clusters, Huasha Zhao and John Canny, Proc. Int. Conference on Parallel Processing (ICPP 2014)

Joao Carreira slides Download slides

see Also:

PowerGraph: Distributed Graph-Parallel Computation on Natural Graphs Links to an external site. Joseph E. Gonzalez, Yucheng Low, Haijie Gu, Danny Bickson, Carlos Guestrin, OSDI 2012.