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Merge pull request #380 from TaroKingCN/main
add test_enes.py
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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.nes.enes import ENES | ||
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, | ||
'mean': 3.0 * numpy.ones((2,)), | ||
'sigma': 3.0} # global step-size may need to be tuned for optimality | ||
enes = ENES(problem, options) # to initialize the optimizer class | ||
results = enes.optimize() # to run the optimization process | ||
assert results['n_function_evaluations'] == 5000 | ||
assert results['best_so_far_y'] < 1.0 |