Source code for ax.benchmark.methods.sobol

# Copyright (c) Meta Platforms, Inc. and affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.

# pyre-strict


from ax.benchmark.benchmark_method import (
    BenchmarkMethod,
    get_benchmark_scheduler_options,
)
from ax.modelbridge.generation_strategy import GenerationStep, GenerationStrategy
from ax.modelbridge.registry import Models
from ax.service.scheduler import SchedulerOptions


[docs] def get_sobol_benchmark_method( distribute_replications: bool, scheduler_options: SchedulerOptions | None = None, ) -> BenchmarkMethod: generation_strategy = GenerationStrategy( name="Sobol", steps=[GenerationStep(model=Models.SOBOL, num_trials=-1)], ) return BenchmarkMethod( name=generation_strategy.name, generation_strategy=generation_strategy, scheduler_options=scheduler_options or get_benchmark_scheduler_options(), distribute_replications=distribute_replications, )