def simulate(samples, parallel):
# create simulators
simulators = {\
TRProblem: {},
SphereProblemOriginR1: {},
SphereProblemOriginR2: {},
SchwefelsProblem26: {}
}
for problem in problems:
for optimizer in optimizers[problem]:
simulators_op = []
for i in range(0, samples):
simulator = Simulator(optimizer(), problem(), termination)
simulators_op.append(simulator)
simulators[problem][optimizer] = simulators_op
simulate = lambda simulator : simulator.simulate()
# run simulators
for problem in problems:
for optimizer, simulators_ in simulators[problem].iteritems():
if(parallel):
resulting_simulators = pmap(simulate, simulators_)
else:
resulting_simulators = map(simulate, simulators_)
from os.path import exists
from os import mkdir
from setup import *
# create simulators
for problem in problems:
for optimizer in optimizers[problem]:
simulators_op = []
for i in range(0, samples):
simulator = Simulator(optimizer(), problem(), termination)
simulators_op.append(simulator)
simulators[problem][optimizer] = simulators_op
simulate = lambda simulator : simulator.simulate()
# run simulators
for problem in problems:
for optimizer, simulators_ in simulators[problem].iteritems():
resulting_simulators = pmap(simulate, simulators_)
for simulator in resulting_simulators:
cfc = simulator.logger.all()['count_cfc']
cfcs[problem][optimizer].append(cfc)
if not exists("output/"):
mkdir("output/")
cfc_file = open("output/cfcs_file.save", "w")
dump(cfcs, cfc_file)
cfc_file.close()
from os.path import exists
from os import mkdir
from setup import *
# create simulators
for problem in problems:
optimizer = optimizers[problem]
simulators_op = []
for i in range(0, samples):
simulator = Simulator(optimizer(), problem(), termination)
simulators_op.append(simulator)
simulators[problem] = simulators_op
simulate = lambda simulator : simulator.simulate()
# run simulators
for problem in problems:
resulting_simulators = pmap(simulate, simulators[problem])
for simulator in resulting_simulators:
cfcs[problem].append(simulator.logger.all()['count_cfc'])
if not exists("output/"):
mkdir("output/")
cfcs_file = open("output/cfcs_file.save", "w")
dump(cfcs, cfcs_file)
cfcs_file.close()