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from kurobako import problem
from kurobako.problem import Problem
from typing import List
from typing import Optional
class HimmelblauEvaluator(problem.Evaluator):
def __init__(self, params: List[Optional[float]]):
self._x1, self._x2 = params
self._current_step = 0
def evaluate(self, next_step: int) -> List[float]:
self._current_step = 1
value = (self._x1**2 + self._x2 - 11.0) ** 2 + (
self._x1 + self._x2**2 - 7.0
) ** 2
return [value]
def current_step(self) -> int:
return self._current_step
class HimmelblauProblem(problem.Problem):
def create_evaluator(
self, params: List[Optional[float]]
) -> Optional[problem.Evaluator]:
return HimmelblauEvaluator(params)
class HimmelblauProblemFactory(problem.ProblemFactory):
def create_problem(self, seed: int) -> Problem:
return HimmelblauProblem()
def specification(self) -> problem.ProblemSpec:
params = [
problem.Var("x1", problem.ContinuousRange(-4, 4)),
problem.Var("x2", problem.ContinuousRange(-4, 4)),
]
return problem.ProblemSpec(
name="Himmelblau Function",
params=params,
values=[problem.Var("Himmelblau")],
)
if __name__ == "__main__":
runner = problem.ProblemRunner(HimmelblauProblemFactory())
runner.run()
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