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,
)