def main(args):
global SR_MTS, SR_global_MTS
"""
Main program. It uses
Run DE for experiments. F, CR must be float, or 'n' as a normal
"""
description = "SHADEILS"
parser = argparse.ArgumentParser(description)
parser.add_argument("-f",
default=16,
type=int,
dest="function",
help='function')
# Argument for problem type: D4, D12 or D19, both with or without noise
parser.add_argument("-pr",
required=True,
type=str,
choices=list(
("D4", "D12", "D19", "D4N", "D12N", "D19N")),
dest="problem",
help='problem type')
parser.add_argument("-v",
default=False,
dest="verbose",
action='store_true',
help='verbose mode')
parser.add_argument("-s",
default=1,
type=int,
dest="seed",
choices=range(1, 6),
help='seed (1 - 5)')
parser.add_argument("-r", default=1, type=int, dest="run", help='runs')
parser.add_argument("-e",
required=False,
type=int,
dest="maxevals",
help='maxevals')
# Argument for index of evals, that is [1,2,3] -> [1.2e5, 6e5,3e6]
parser.add_argument("-i",
default=1,
type=int,
dest="index",
choices=range(1, 4),
help="index of evals")
parser.add_argument("-t",
default=0.001,
type=float,
dest="threshold",
help='threshold')
parser.add_argument("-p",
default=100,
type=int,
dest="popsize",
help='population size')
parser.add_argument("-H",
default=3,
type=int,
dest="shade_h",
help='SHADE history size')
parser.add_argument("-d",
default="results",
type=str,
dest="dir_output",
help='directory output')
# Time stamp for comparative study
time0 = time.clock()
#seeds
seeds = [24, 45689, 97232447, 96793335, 12345679]
args = parser.parse_args(args)
fun = args.function
problem = args.problem
# Noise problem, False by default
noise = False
if (problem in ["D4", "D4N"]):
dim = 1024
elif (problem in ["D12", "D12N"]):
dim = 3072
elif (problem in ["D19", "D19N"]):
dim = 4864
if ("N" in problem):
print("Problem with noise")
noise = True
print("EEG Problem: {0}".format(problem))
print("Problem: {0}".format(problem))
print("Dimension: {0}".format(dim))
print("Seed: {0}".format(args.seed))
print("Treshold: {0}".format(args.threshold))
print("Popsize: {0}".format(args.popsize))
if args.shade_h is None:
args.shade_h = min(args.popsize, 100)
print("SHADE_H: {0}".format(args.shade_h))
if (args.maxevals):
evals = list(map(int, [1.0e5, 6e5, 3e6])[:args.maxevals])
else:
evals = list(map(int, [1.0e5, 6e5, 3e6]))
evals_index = args.index
bench = Benchmark()
maxfuns = bench.get_num_functions()
funinfo = bench.get_info(fun, dim)
if not (1 <= fun <= maxfuns and 1 <= args.seed <= 5):
parser.print_help()
sys.exit(1)
name = "SHADEILS"
fname = name + "_EEGProblem_" + problem + "_" + str(
evals[evals_index - 1]) + ".txt"
output = path.join(args.dir_output, fname)
if not args.verbose and isfile(output):
fin = open(output, 'rb')
lines = fin.readlines()
fin.close()
if lines:
print("Experiment already exists. Check results folder")
return
if not args.verbose:
fid = open(output, 'w')
else:
fid = sys.stdout
# Parameter commons
#bench.set_algname("shadeils_restart0.1_pos")
fitness_fun = bench.get_function(fun, dim, noise)
seed(seeds[args.seed - 1])
for _ in range(args.run):
SR_MTS = []
SR_global_MTS = []
SHADEILS.ihshadels(fitness_fun,
funinfo,
dim,
evals,
evals_index,
fid,
time0,
threshold=args.threshold,
popsize=args.popsize,
info_de=args.shade_h)
bench.next_run()
fid.close()
def main(args):
global SR_MTS, SR_global_MTS
"""
Main program. It uses
Run DE for experiments. F, CR must be float, or 'n' as a normal
"""
description = "IHDELS"
parser = argparse.ArgumentParser(description)
parser.add_argument("-f", required=True, type=int, choices=range(1, 16), dest="function", help='function')
parser.add_argument("-v", default=False, dest="verbose", action='store_true', help='verbose mode')
parser.add_argument("-s", default=1, type=int, dest="seed", choices=range(1, 6), help='seed (1 - 5)')
parser.add_argument("-r", default=5, type=int, dest="run", help='runs')
parser.add_argument("-e", required=False, type=int, dest="maxevals", help='maxevals')
parser.add_argument("-t", default=0.01, type=float, dest="threshold", help='threshold')
parser.add_argument("-p", default=100, type=int, dest="popsize", help='population size')
parser.add_argument("-H", default=None, type=int, dest="shade_h", help='SHADE history size')
parser.add_argument("-d", default="results", type=str, dest="dir_output", help='directory output')
#seeds
seeds = [23, 45689, 97232447, 96793335, 12345679]
args = parser.parse_args(args)
fun = args.function
dim = 1000
print("Function: {0}".format(fun))
print("Seed: {0}".format(args.seed))
print("Treshold: {0}".format(args.threshold))
print("Popsize: {0}".format(args.popsize))
if args.shade_h is None:
args.shade_h = min(args.popsize, 100)
print("SHADE_H: {0}".format(args.shade_h))
if (args.maxevals):
evals = list(map(int, [1.2e5, 6e5, 3e6])[:args.maxevals])
else:
evals = list(map(int, [1.2e5, 6e5, 3e6]))
print(evals)
bench = Benchmark()
maxfuns = bench.get_num_functions()
funinfo = bench.get_info(fun)
if not (1 <= fun <= maxfuns and 1 <= args.seed <= 5):
parser.print_help()
sys.exit(1)
name = "SHADEILS"
fname = name +"_pop{args.popsize}_H{args.shade_h}_t{args.threshold:.2f}_F{args.function}_{args.seed}r{args.run}.txt".format(args=args);
output = path.join(args.dir_output, fname)
if not args.verbose and isfile(output):
fin = open(output, 'rb')
lines = fin.readlines()
fin.close()
if lines:
print("Experiment already exists. Check results folder")
return
if not args.verbose:
fid = open(output, 'w')
else:
fid = sys.stdout
# Parameter commons
#bench.set_algname("shadeils_restart0.1_pos")
fitness_fun = bench.get_function(fun)
seed(seeds[args.seed-1])
for _ in range(args.run):
SR_MTS = []
SR_global_MTS = []
SHADEILS.ihshadels(fitness_fun, funinfo, dim, evals, fid, threshold=args.threshold, popsize=args.popsize, info_de=args.shade_h)
bench.next_run()
fid.close()
