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from skopt import gp_minimize
from skopt import Optimizer
from skopt.space import Real
from skopt.utils import use_named_args
from skopt.plots import plot_convergence
from sklearn.gaussian_process import GaussianProcessRegressor
from sklearn.gaussian_process.kernels import Matern
import numpy as np
# æé©åããé¢æ°ãå®çŸ©ãã
def f(x)ïŒ
return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)).+ np.random.randn() * 0.1
# ãªããã£ãã€ã¶ã®æ¢çŽ¢ç©ºéãå®çŸ©ããŸãã
space = [Real(-2, 2, name='x')] # ãªããã£ãã€ã¶ã®æ¢çŽ¢ç©ºéãå®çŸ©ããŸãã
# Matern ã«ãŒãã«ã§ã¬ãŠã·ã¢ã³ããã»ã¹ãµãã²ãŒãã¢ãã«ãäœæããŸãã
gp = GaussianProcessRegressor(kernel=Matern(length_scale=0.1, nu=1.5))
# æåŸ
æ¹åç²åŸé¢æ°ã§ãªããã£ãã€ã¶ãäœæãã
opt = Optimizer(
dimensions=spaceã
base_estimator=gpã
acq_func='EI'ã
n_initial_points=10ã
random_state=42
)
# æé©åã«äœ¿çšããç®çé¢æ°ãå®çŸ©ããã
use_named_args(space)
def objective(**params)ïŒ
return -f([params['x']])
# ãã€ãºæé©åã䜿ã£ãŠé¢æ°ãæé©åããŸãã
result = gp_minimize(
func=objectiveã
dimensions=spaceã
n_calls=50ã
acq_func='EI',
x0=[0],
y0=None,
random_state=42,
verbose=True
)
# æè¯ã®çµæã衚瀺
print("Best result: x=%.3f, f(x)=%.3f" % (result.x[0], result.fun))
# æé©åããã»ã¹ã®åæããããããã
plot_convergence(result)
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from skopt import gp_minimize
from skopt import Optimizer
from skopt.space import Real
from skopt.utils import use_named_args
from skopt.plots import plot_convergence
from sklearn.gaussian_process import GaussianProcessRegressor
from sklearn.gaussian_process.kernels import Matern
import numpy as np
# æé©åããé¢æ°ãå®çŸ©ãã
def f(x)ïŒ
return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)).+ np.random.randn() * 0.1
# ãªããã£ãã€ã¶ã®æ¢çŽ¢ç©ºéãå®çŸ©ããŸãã
space = [Real(-2, 2, name='x')] # ãªããã£ãã€ã¶ã®æ¢çŽ¢ç©ºéãå®çŸ©ããŸãã
# Matern ã«ãŒãã«ã§ã¬ãŠã·ã¢ã³ããã»ã¹ãµãã²ãŒãã¢ãã«ãäœæããŸãã
gp = GaussianProcessRegressor(kernel=Matern(length_scale=0.1, nu=1.5))
# æåŸ
æ¹åç²åŸé¢æ°ã§ãªããã£ãã€ã¶ãäœæãã
opt = Optimizer(
dimensions=spaceã
base_estimator=gpã
acq_func='EI'ã
n_initial_points=10ã
random_state=42
)
# æé©åã«äœ¿çšããç®çé¢æ°ãå®çŸ©ããã
use_named_args(space)
def objective(**params)ïŒ
return -f([params['x']])
# ãã€ãºæé©åã䜿ã£ãŠé¢æ°ãæé©åããŸãã
result = gp_minimize(
func=objectiveã
dimensions=spaceã
n_calls=50ã
acq_func='EI',
x0=[0],
y0=None,
random_state=42,
verbose=True
)
# æè¯ã®çµæã衚瀺
print("Best result: x=%.3f, f(x)=%.3f" % (result.x[0], result.fun))
# æé©åããã»ã¹ã®åæããããããã
plot_convergence(result)
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