main.py

#!/usr/bin/python3

import argparse
import random
from library.cloudsearch import CloudSearch

# --------------------------------------------------------------------------------------------

parser = argparse.ArgumentParser(description='Cloud Configuration Bayesian Search.\n')
parser.add_argument(
        '-ss',
        '--searchspace',
        type=str, help='Search space dataset file name (default: csvs/dataset-treino.csv)',
        default='csvs/dataset-treino.csv')
parser.add_argument(
        '-vm',
        '--virtualmachine',
        type=str,
        help='Instances (virtual machines) dataset file name (default: csvs/instances.csv)',
        default='csvs/instances.csv')
parser.add_argument(
        '-wp',
        '--wprofile',
        type=str,
        help='Workload-Profile dataset file name (default: csvs/dataset-apps-treino.csv)',
        default='csvs/dataset-apps-treino.csv')
parser.add_argument(
        '-o',
        '--output',
        type=str,
        help='Output Path Name (default: output/)',
        default='output')
parser.add_argument(
        '-m',
        '--mode',
        type=str,
        help='BO Mode (default: BO1)',
        default='BO1')
parser.add_argument(
        '-obj',
        '--objective',
        type=str,
        help='Objective (default: OBJ1)',
        default='OBJ1')
parser.add_argument(
        '-i',
        '--initial',
        type=int, help='Number of Initial Random Guesses (default: 1)',
        default=1)
parser.add_argument(
        '-n',
        '--iterations',
        type=int,
        help='Number of Guesses (default: 12)',
        default=12)
parser.add_argument(
        '-p',
        '--plot',
        help='Plot data',
        action='store_true')
parser.add_argument(
        '-v',
        '--verbose',
        help='Print Iteration Results',
        action='store_true')
parser.add_argument(
        '-t',
        '--train',
        help='Run training mode',
        action='store_true')

# --------------------------------------------------------------------------------------------

def main():
    random.seed(0)
    args = parser.parse_args()
    cloudSearch = CloudSearch(args)
    cloudSearch.runPCA()
    cloudSearch.runSearch(5)

if __name__ == '__main__':
    main()