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Distributed L-BFGS on Apache Spark

by Xiaocheng Tang [https://mktal.github.io/]

This code implements distributed L-BFGS using Apache Spark. Compared with the L-BFGS implementation included in Spark, this code also distributes the storage of L-BFGS history and the computations of descent direction, based upon the idea proposed in this 2014 NIPS paper.

The present code trains l2-regularized logistic regression.

Getting Started

How to run the code locally:

sbt/sbt package
# need to update the path to spark-submit
./run-demo-local.sh

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  • Scala 92.4%
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