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VerFedLogistic.jl

VerFedLogistic.jl is a Julia package for solving the vertical federated multinomial logistic regression. We implement both synchornous and asynchornous mini-bath stochastic gradient descent methods.

Installation

To install, just call

Pkg.add("https://github.com/ZhenanFanUBC/VerFedLogistic.jl.git")

Data

Experiments are run on Adult, which is downloaded from LIBSVM Data. You can also mannually download other data sets from the website, and call the function read_libsvm to load the data.

Examples

  • Example for synchronous SGD is contained in examples/syn_adult.jl
  • Example for asynchronous SGD is contain in examples/asyn_adult.jl. Note that for asynchronous SGD, we need to start Julia with multiple threads, i.e. juila -t M , where M is equal to the number of clients.