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def test_optimize(): | ||
import numpy # engine for numerical computing | ||
from pypop7.benchmarks.base_functions import rosenbrock # function to be minimized | ||
from pypop7.optimizers.ga.g3pcx import G3PCX | ||
problem = {'fitness_function': rosenbrock, # to define problem arguments | ||
'ndim_problem': 2, | ||
'lower_boundary': -5.0 * numpy.ones((2,)), | ||
'upper_boundary': 5.0 * numpy.ones((2,))} | ||
options = {'max_function_evaluations': 5000, # to set optimizer options | ||
'seed_rng': 2022} | ||
g3pcx = G3PCX(problem, options) # to initialize the black-box optimizer class | ||
results = g3pcx.optimize() # to run the optimization/evolution process | ||
assert results['n_function_evaluations'] == 5000 | ||
assert results['best_so_far_y'] < 1.0 |