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qiskit.chemistry.algorithms.pes_samplers.PolynomialExtrapolator

class PolynomialExtrapolator(degree=1)

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An extrapolator based on fitting each parameter to a polynomial function of a user-specified degree.

WARNING: Should only be used with window. Using no window includes points after the point being extrapolated in the data window.

Constructor.

Parameters

degree (int) – Degree of polynomial to use for fitting in extrapolation.

__init__

__init__(degree=1)

Constructor.

Parameters

degree (int) – Degree of polynomial to use for fitting in extrapolation.


Methods

__init__([degree])Constructor.
extrapolate(points, param_dict)Extrapolate at specified point of interest given a set of variational parameters.
factory(mode, **kwargs)Factory method for constructing extrapolators.

extrapolate

extrapolate(points, param_dict)

Extrapolate at specified point of interest given a set of variational parameters. Extrapolation is based on a polynomial function/spline fitting with a user-specified degree.

Parameters

  • points (List[float]) – List of point(s) to be used for extrapolation. Can represent some degree of freedom, ex, interatomic distance.
  • param_dict (Optional[Dict[float, List[float]]]) – Dictionary of variational parameters. Each key is the point and the value is a list of the variational parameters.

Return type

Dict[float, List[float]]

Returns

Dictionary of variational parameters for extrapolated point(s).

factory

static factory(mode, **kwargs)

Factory method for constructing extrapolators.

Parameters

  • mode (str) – Extrapolator to instantiate. Can be one of: - ‘window’ - ‘poly’ - ‘diff_model’ - ‘pca’ - ‘l1’
  • kwargs – arguments to be passed to the constructor of an extrapolator

Return type

Extrapolator

Returns

A newly created extrapolator instance.

Raises

AquaError – if specified mode is unknown.

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