Sparker: Efficient Reduction for More Scalable Machine Learning with Spark
Author:
Affiliation:
1. Tsinghua University
2. University of California San Diego
3. Tsinghua University, China
4. Sangfor Technologies Inc. and Tsinghua Shenzhen International Graduate School
Publisher
ACM
Link
https://dl.acm.org/doi/pdf/10.1145/3472456.3472499
Reference26 articles.
1. Martín Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving Michael Isard 2016. Tensorflow: a system for large-scale machine learning.. In OSDI Vol. 16. 265–283. Martín Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving Michael Isard 2016. Tensorflow: a system for large-scale machine learning.. In OSDI Vol. 16. 265–283.
2. Memory-efficient groupby-aggregate using compressed buffer trees
3. Scalable reduction collectives with data partitioning-based multi-leader design
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