IDASH2017

IDASH2017 is a project for implementing our Logistic Regression Traning on encrypted datasets (Privacy-Preserving Logistic Regression Training with A Faster Gradient Variant )

Pythond codes

The Python source codes are 'xperiment 11. AdagradWith.25XTXasG vs. Adagrad MNIST.py' and 'Experiment 11. NesterovWith.25XTXasG vs. Nesterov MNIST.py', in the '/data' folder.

How to run this program?

Dependencies

On a Ubuntu cloud, our implementation requires the following libraries in order:

• g++:

               # apt install g++ 

• make:

                # apt install make

• m4: #

                 # apt install m4

• GMP(ver. 6.1.2):

                           # cd gmp-x.x.x  
                           # ./configure --enable-cxx  
                           # make
                           # make install
                           # ldconfig

• NTL(ver. 11.3.0):

                     # cd ntl-x.x.x
                     # cd src
                     # ./configure NTL_THREADS=on NTL_THREAD_BOOST=on NTL_EXCEPTIONS=on
                     # make
                     # make install

Running IDASH2017

You need to configure and build the CNNinference project.

After that, in the 'Debug' folder, you can run our project by the following command lines:

# make clean
# make all
# ./MyIDASH2017

You can change the source codes and then repeat the above lines to debug your own project.

Running a test source code

In the 'Debug' folder, you can find the C++ running results for six datasets:

    'MyIDASH2017ArchiveFile20240128_SetNumThreads(36)_kdeg5_numIter4_fold10_Blogp40_idash18x1579.txt_nohup.out'  
    
    'MyIDASH2017ArchiveFile20240128_SetNumThreads(36)_kdeg5_numIter4_fold05_Blogp40_edin.txt_nohup.out'  
    'MyIDASH2017ArchiveFile20240128_SetNumThreads(36)_kdeg5_numIter4_fold05_Blogp40_lbw.txt_nohup.out'  
    'MyIDASH2017ArchiveFile20240128_SetNumThreads(36)_kdeg5_numIter4_fold05_Blogp40_nhanes3.txt_nohup.out'  
    'MyIDASH2017ArchiveFile20240128_SetNumThreads(36)_kdeg5_numIter4_fold05_Blogp40_pcs.txt_nohup.out'  
    'MyIDASH2017ArchiveFile20240128_SetNumThreads(36)_kdeg5_numIter4_fold05_Blogp40_uis.txt_nohup.out'