BoTorch MC Samplers
===================

:class:`~alf_tools.optimizer.acquisition_functions.botorch_samplers.BoTorchMCSampler` is a configuration wrapper around BoTorch's Monte Carlo
samplers, used by Monte Carlo acquisition functions (qEI, qNEI, qUCB) to
approximate expectations over the posterior. It supports Sobol quasi-Monte Carlo
sampling (``"sobol"``, recommended for better coverage) and independent sampling
(``"iid"``), with a configurable sample count and optional seed for reproducibility.

It is not a search function: pass it to :class:`~alf_tools.optimizer.acquisition_functions.botorch_acquisition.BoTorchAcquisition` via the ``sampler``
argument to control how acquisition values are estimated.

.. automodule:: alf_tools.optimizer.acquisition_functions.botorch_samplers
   :members:
   :show-inheritance:
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