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*** Make sure that Prof. Keller has added you to both the spin and spinquest groups in Rivanna. ***

Using

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Tensorflow with BKM2002-Formulation

1.  Copy the sample files from the following Rivanna folder "/project/ptgroup/ANN_scripts/BKM-Formulation-Test/BKM-tf"
      $ cd  /project/ptgroup/ANN_scripts/BKM-Formulation-Test/BKM-tf

2. Run the following commands on your terminal
                   $ module load anaconda/2020.11-py3.8
                   $ module load singularity/3.7.1
                   $ module load tensorflow/2.1.0-py37
                     following step is needed to run only once (it will copy the relevant .sif file to your /home directory)
                   $ cp $CONTAINERDIR/tensorflow-2.1.0-py37.sif /home/$USER  

 (make sure that you have  the same module loads included in your grid.slurm file)

3. Run the following command to submit the job
   $ ./jobscript.sh <Name_of_Job> <Number_of_Replicas>

example:  $ ./jobscript.sh CFF_BKM_tf_Test 10

Using PyTorch with BKM2002-Formulation

1.  Copy the sample files from the following Rivanna folder "/project/ptgroup/ANN_scripts/BKM-Formulation-Test/BKM-PyTorch"
      $ cd  /project/ptgroup/ANN_scripts/BKM-Formulation-Test/BKM-PyTorch

2. Run the following commands on your terminal
                   $ module load anaconda/2020.11-py3.8
                   $ module load singularity/3.7.1
                   $ module load pytorch/1.8.1
                     following step is needed to run only once (it will copy the relevant .sif file to your /home directory)
                   $ cp $CONTAINERDIR/pytorch-1.8.1.sif /home/$USER

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example:  $ ./jobscript.sh CFF_BKM_PyTorch_Test 10

Note:
If you download the code from GitHub to a Windows machine and then if you upload those files to Rivanna; then you will need to do the following steps

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