branin

Create branin dataset in ARFF. Plot it too.

Requirements

• Python 3.8.5+

Installation

#get repo
git clone git clone https://github.com/trentmc/branin.git
cd branin

#install non-virtualenv dependencies
sudo apt-get install python3-tk

#set up virtualenv
python -m venv venv
source venv/bin/activate

#install virtualenv dependencies
pip install wheel
pip install -r requirements.txt

Usage

To create the branin datasest:

python branin.py

To run the GPR algorithm locally, using the data saved in branin.arff. The model will be saved in gpr.out.

python gpr.py local

Unpickling the result, in a Python console or script.:

pickle.load(open("gpr.pickle", "rb"))

Running for OCEAN compute-to-data (assumes "DIDS" is set as an environment variable, input relies in /data/ddos, and output is sent to /data/outputs/result):

python gpr.py

Unpickling is similar to the local version, just change the name of the file to open.

ARFF

branin.arff

Plot