boax.core.optimizers module

Implements functionalities to optimize acquisition functions.

boax.core.optimizers

Optimizer Types

class boax.core.optimizers.Optimizer(*args, **kwargs)

A callable type for the optimization functions.

Optimizers

Batch Optimizers

batch(initializer, solver)

Batch optimizer.

Sequential Optimizers

sequential(initializer, solver, q)

Sequential optimizer.

boax.core.optimizers.initializers

Initializer Types

class boax.core.optimizers.initializers.Initializer(*args, **kwargs)

A callable type for the initialization step of an Optimizer.

Initializers

Batch Initializers

q_batch(samples, num_restarts[, eta])	Q batch initializer.
q_batch_nonnegative(samples, num_restarts[, ...])	Q batch initializer.

boax.core.optimizers.solvers

Solver Types

class boax.core.optimizers.solvers.Solver(*args, **kwargs)

A callable type for the solving step of an Optimizer.

Solvers

Non-Linear Solvers

scipy(bounds[, method])

Scipy solver.