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Distributed Factorization Machines and LR with ps-lite

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CNevd/DiFacto

 
 

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Distributed Factorization Machines

Build Statuscodecov.ioDocumentation StatusGitHub license

Fast and memory efficient library for factorization machines (FM).

  • Supports both ℓ1 regularized logistic regression and factorizationmachines.
  • Runs on local machine and distributed clusters.
  • Scales to datasets with billions examples and features.

Quick Start

The following commands clone and build difacto, then download a sample dataset,and train FM with 2-dimension on it.

git clone --recursive https://github.com/CNevd/DiFactocd DiFacto; make -j8./tools/download.sh gisettebuild/difacto xx.conf data_in=data/gisette_scale data_val=data/gisette_scale.t lr=.02 V_dim=2 V_lr=.001

References

Mu Li, Ziqi Liu, Alex Smola, and Yu-Xiang Wang.DiFacto — Distributed Factorization Machines. In WSDM, 2016

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  • C++96.1%
  • MATLAB1.6%
  • Python1.1%
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