QUBOConvertibleBase¶

class QUBOConvertibleBase¶

Bases: ABC

Base class for surrogate/acquisition function model class.

A surrogate model class to be used with a QA-based black-box function solver must inherit this class.

Methods

`__init__`
`to_qubo`	Convert the trained surrogate/acquisition function model to an Amplify SDK-compatible (QUBO) model.

abstract to_qubo(x: PolyArray) → Poly¶

Convert the trained surrogate/acquisition function model to an Amplify SDK-compatible (QUBO) model.

Parameters:: x (amplify.PolyArray) – The Amplify SDK’s decision variables corresponding to the original variables for the black-box objective function that the surrogate/acquisition model tries to predict.
Returns:: The Amplify SDK-compatible model.
Return type:: amplify.Poly

__dict__ = mappingproxy({'__module__': 'amplify_bbopt.model', '__doc__': 'Base class for surrogate/acquisition function model class.\n\n A surrogate model class to be used with a QA-based black-box function solver must inherit this class.\n ', 'to_qubo': <function QUBOConvertibleBase.to_qubo>, '__dict__': <attribute '__dict__' of 'QUBOConvertibleBase' objects>, '__weakref__': <attribute '__weakref__' of 'QUBOConvertibleBase' objects>, '__abstractmethods__': frozenset({'to_qubo'}), '_abc_impl': <_abc._abc_data object>, '__annotations__': {}})¶