Module ABCPython.Config

Classes

class Config (argv)

Expand source code

class Config:

    def __init__(_self, argv):
            config = configparser.ConfigParser()
            config.read(os.path.dirname(os.path.abspath(__file__))+'/ABC.ini')
            #####SETTINGS FILE######
            _self.OBJECTIVE_FUNCTION = _self.objFunctionSelector.get(config['DEFAULT']['ObjectiveFunction'], "Error")
            _self.NUMBER_OF_POPULATION = int(config['DEFAULT']['NumberOfPopulation'])
            _self.MAXIMUM_EVALUATION = int(config['DEFAULT']['MaximumEvaluation'])
            _self.LIMIT = int(config['DEFAULT']['Limit'])
            _self.FOOD_NUMBER = int(_self.NUMBER_OF_POPULATION / 2)
            _self.DIMENSION = int(config['DEFAULT']['Dimension'])
            _self.UPPER_BOUND = float(config['DEFAULT']['UpperBound'])
            _self.LOWER_BOUND = float(config['DEFAULT']['LowerBound'])
            _self.MINIMIZE = bool(config['DEFAULT']['Minimize'])
            _self.RUN_TIME = int(config['DEFAULT']['RunTime'])
            _self.SHOW_PROGRESS = bool(config['REPORT']['ShowProgress']=='True')
            _self.PRINT_PARAMETERS = bool(config['REPORT']['PrintParameters']=='True')
            _self.RUN_INFO = bool(config['REPORT']['RunInfo']=='True')
            _self.RUN_INFO_COMMANDLINE = bool(config['REPORT']['CommandLine']=='True')
            _self.SAVE_RESULTS = bool(config['REPORT']['SaveResults']=='True')
            _self.RESULT_REPORT_FILE_NAME = config['REPORT']['ResultReportFileName']
            _self.PARAMETER_REPORT_FILE_NAME = config['REPORT']['ParameterReportFileName']
            _self.RESULT_BY_CYCLE_FOLDER = config['REPORT']['ResultByCycleFolder']
            _self.OUTPUTS_FOLDER_NAME = str(config['REPORT']['OutputsFolderName'])
            _self.RANDOM_SEED = config['SEED']['RandomSeed'] == 'True'
            _self.SEED = int(config['SEED']['Seed'])
            #####SETTINGS FILE######

            #####SETTINGS ARGUMENTS######
            try:
                opts, args = getopt.getopt(argv, 'hn:m:t:d:l:u:r:o:',
                                           ['help', 'np=', 'max_eval=','trial=', 'dim=', 'lower_bound=', 'upper_bound=', 'runtime=',
                                            'obj_fun=','output_folder=','file_name=','param_name=','res_cycle_folder=','show_functions'])
            except getopt.GetoptError:
                print('Usage: ABCAlgorithm.py -h or --help')
                sys.exit(2)
            for opt, arg in opts:
                if opt in ('-h', '--help'):
                    print('-h or --help : Show Usage')
                    print('-n or --np : Number of Population')
                    print('-m or --max_eval : Maximum Evaluation')
                    #print('-t or --trial : Maximum Trial')
                    print('-d or --dim : Dimension')
                    print('-l or --lower_bound : Lower Bound')
                    print('-u or --upper_bound : Upper Bound')
                    print('-r or --runtime : Run Time')
                    print('-o or --obj_fun : Objective Function')
                    print('--show_functions : Show Objective Functions')
                    print('--output_folder= [DEFAULT: Outputs]')
                    print('--file_name= [DEFAULT: Run_Results.csv]')
                    print('--param_name= [DEFAULT: Param_Results.csv]')
                    print('--res_cycle_folder= [DEFAULT: ResultByCycle]')

                    sys.exit()
                elif opt in ('-n', '--np'):
                    _self.NUMBER_OF_POPULATION = int(arg)
                elif opt in ('-m', '--max_eval'):
                    _self.MAXIMUM_EVALUATION = int(arg)
                elif opt in ('-d', '--dim'):
                    _self.DIMENSION = int(arg)
                elif opt in ('-t', '--trial'):
                    _self.LIMIT = int(arg)
                elif opt in ('-l', '--lower_bound'):
                    _self.LOWER_BOUND = float(arg)
                elif opt in ('-u', '--upper_bound'):
                    _self.UPPER_BOUND = float(arg)
                elif opt in ('-r', '--runtime'):
                    _self.RUN_TIME = int(arg)
                elif opt in ('-o', '--obj_fun'):
                    _self.OBJECTIVE_FUNCTION = _self.objFunctionSelector.get(arg, "sphere")
                elif opt in ('--output_folder'):
                    _self.OUTPUTS_FOLDER_NAME = arg
                elif opt in ('--param_name'):
                    _self.PARAMETER_REPORT_FILE_NAME = arg
                elif opt in ('--file_name'):
                    _self.RESULT_REPORT_FILE_NAME = arg
                elif opt in ('--res_cycle_folder'):
                    _self.RESULT_BY_CYCLE_FOLDER = arg
                elif opt in ('--show_functions'):
                    print("We use deap.benchmarks functions. Available functions are listed below:")
                    for i in _self.objFunctionSelector:
                        print(i)
                    sys.exit()
            #####SETTINGS ARGUMENTS######

    def user_defined_function(individual):
        return (individual[0] - individual[1]),

    #######FUNCTION_LIST######
    objFunctionSelector = {
        'sphere': sphere,
        'rastrigin': rastrigin,
        'rosenbrock': rosenbrock,
        'rand': rand,
        'plane': plane,
        'cigar': cigar,
        'h1': h1,
        'ackley': ackley,
        'bohachevsky': bohachevsky,
        'griewank': griewank,
        'rastrigin_scaled': rastrigin_scaled,
        'rastrigin_skew': rastrigin_skew,
        'schaffer': schaffer,
        'schwefel': schwefel,
        'himmelblau': himmelblau,
        'user_defined': user_defined_function
    }

Class variables

var objFunctionSelector

Methods

def user_defined_function(individual)

Expand source code

def user_defined_function(individual):
    return (individual[0] - individual[1]),