RealVariableLogUniform¶

class RealVariableLogUniform¶

Bases: VariableBase

A class for the real variable with log-uniform discretization.

value = min * delta^idx delta = (max / min)**(1 / (nbins - 1))

Methods

`__init__`	Constructor.
`binary_to_idx`	Convert a binary vector to a value index of the variable.
`construct_discretize_table`	Discretization information.
`decode`	Decode values of the the Amplify SDK variables (i.e. binary variables) to a value of this variable.
`encode`	Encode the value to values of the Amplify SDK variables (i.e. binary variables) if necessary.
`generate_amplify_constraint`	Generate Amplify SDK's constraints related to the conversion of a non-binary variable.
`generate_random_value`	Generate a random value compatible with the variable.
`idx_to_binary`	Convert a value index to a binary vector.
`idx_to_value`	Converts a value index to a value.
`issue_amplify_variable`	Issue the Amplify SDK's variables (amplify.PolyArray) for the variable only when VariableBase.poly_array is None.
`issue_amplify_variable_impl`	Issue the Amplify SDK variables relevant to this variable.
`nullify_poly_array`	Make poly_array = None.
`to_amplify_poly`	Converts the variable to the Amplify's polynomial.
`to_poly`	Convert the variable to a polynomial with a unity coefficient.
`value_to_idx`	Converts a value of the variable to a value index.

Attributes

`bounds`	Return the lower and upper bounds that the variable can take.
`delta`	Return the distance between discretization points.
`discrete_domain`
`discretized_list`	Discretization list.
`len`	Return the number of the variables.
`method`	Return the encoding method.
`name`	Return the name of the variable.
`nbins`	Return the number of discretization bins.
`num_amplify_variables`	Return the number of the Amplify SDK variables encoded from the variable.
`poly_array`	The Amplify SDK's PolyArray that represents this variable.
`type`	Return the type of the variable.

__add__(other: Any) → Poly¶

Add the variable to another variable or a polynomial.

Parameters:: other – A variable or a polynomial to add.
Raises:: ValueError – If other is not a variable or a polynomial.
Returns:: The resulting polynomial.
Return type:: Poly

__init__(bounds: tuple, nbins: int = 10, method: str = 'domain_wall') → None¶

Constructor.

Parameters:

bounds (tuple) – The lower and upper bounds that the variable can take.
nbins (int, optional) – The number of distretization points.. Defaults to 10.
method (str, optional) – Encoding method. ‘dw’: domain-wall. ‘one_hot’: one-hot. ‘amplify’ is not available
'dw'. (as of now. Defaults to)

Raises:

ValueError – If ‘amplify’ is specified as the method.
ValueError – If nbins is less than 2.
ValueError – If vmin * vmax <= 0.

__mul__(other: Any) → Poly¶

Multiply the variable by a value.

If this is directly called for a variable list class, the sum of all the variables applied __mul__ is considered.

Parameters:: other – A value to multiply.
Returns:: The resulting polynomial of the variable with a coefficient being the value.
Return type:: Poly

__radd__(other: Any) → Poly¶

Add the variable to another variable or a polynomial.

Parameters:: other – A variable or a polynomial to add.
Raises:: ValueError – If other is not a variable or a polynomial.
Returns:: The resulting polynomial.
Return type:: Poly

__rmul__(other: Any) → Poly¶

Multiply the variable by a value.

If this is directly called for a variable list class, the sum of all the variables applied __rmul__ is considered.

Parameters:: other – A value to multiply.
Returns:: The resulting polynomial of the variable with a coefficient being the value.
Return type:: Poly

__rsub__(other: Any) → Poly¶

Subtract another variable or a polynomial from the variable.

Parameters:: other – A variable or a polynomial to subtract.
Raises:: ValueError – If other is not a variable or a polynomial.
Returns:: The resulting polynomial.
Return type:: Poly

__str__() → str¶

Return a human-readable information of the variables.

Returns:: The human-readable information of the variables.
Return type:: str

__sub__(other: Any) → Poly¶

Subtract another variable or a polynomial from the variable.

Parameters:: other – A variable or a polynomial to subtract.
Raises:: ValueError – If other is not a variable or a polynomial.
Returns:: The resulting polynomial.
Return type:: Poly

binary_to_idx(binary: list[int]) → int¶

Convert a binary vector to a value index of the variable.

Parameters:: binary (list[int]) – The binary vector to convert.
Raises:: RuntimeError – If this method is called with the variable encoding method being “amplify”.
Returns:: The resulting value index.
Return type:: int

construct_discretize_table() → ndarray¶

Discretization information.

Returns:: Discretization table.
Return type:: np.ndarray

decode(amplify_value_vector: list[int | Any]) → Any¶

Decode values of the the Amplify SDK variables (i.e. binary variables) to a value of this variable.

Parameters:: amplify_value_vector (list[int | Any]) – A list of the Amplify SDK variable values to decode.
Returns:: The decoded value.
Return type:: Any

encode(value: Any) → list[int | Any]¶

Encode the value to values of the Amplify SDK variables (i.e. binary variables) if necessary.

Parameters:: value (Any) – The value to encode.
Returns:: The encoded value in the form of the Amplify SDK variables (i.e. binary variables).
Return type:: list[int | Any]

generate_amplify_constraint() → ConstraintList¶

Generate Amplify SDK’s constraints related to the conversion of a non-binary variable.

Raises:: RuntimeError – If the poly_array is not set.
Returns:: The resulting constraints.
Return type:: amplify.ConstraintList

generate_random_value( rng: Generator, ref_value: Any | None = None, find_neighbour: bool = False, ) → Any¶

Generate a random value compatible with the variable.

If ref_value specified, ensure that the return value value != ref_value. User-defined constraints (if there’s any) are not considered in this value.

Parameters:

rng (np.random.Generator) – NumPy’s random generator.
ref_value (Any | None, optional) – A reference value. Defaults to None.
find_neighbour (bool, optional) – True to generate a random value neighbour to the reference value. Defaults to False.

Returns:

The resulting value of the variable.

Return type:

Any

idx_to_binary(idx: int) → list[int]¶

Convert a value index to a binary vector.

Parameters:: idx (int) – The value index to convert.
Raises:: RuntimeError – If this method is called with the variable encoding method being “amplify”.
Returns:: The resulting binary vector.
Return type:: list[int]

idx_to_value(idx: int) → float¶

Converts a value index to a value.

Parameters:: idx (int) – The value index.
Returns:: The resulting value of the variable.
Return type:: float

issue_amplify_variable( generator: VariableGenerator, var_counter: dict[VariableType, int], var_name: dict[VariableType, str], ) → None¶

Issue the Amplify SDK’s variables (amplify.PolyArray) for the variable only when VariableBase.poly_array is None.

Parameters:

generator (amplify.VariableGenerator) – A variable generator.
var_counter (dict[amplify.VariableType, int]) – Counter counts how many amplify variables of each amplify.VariableType are issued.
var_name (dict[amplify.VariableType, str]) – Name prefix of amplify variables of each amplify.VariableType.

issue_amplify_variable_impl( generator: VariableGenerator, var_counter: dict[VariableType, int], var_name: dict[VariableType, str], ) → None¶

Issue the Amplify SDK variables relevant to this variable.

Raises:: RuntimeError – If the encoding method ‘amplify’ is used for RealVariableLogUniform.

nullify_poly_array() → None¶: Make poly_array = None.

to_amplify_poly() → Poly¶

Converts the variable to the Amplify’s polynomial.

Raises:: RuntimeError – If the poly_array is not set for the variable.
Returns:: The resulting polynomial.
Return type:: amplify.Poly

to_poly() → Poly¶

Convert the variable to a polynomial with a unity coefficient.

If this is directly called for a variable list class instance, the sum of all the variables in the list is considered.

Returns:: The constructed polynomial.
Return type:: Poly

value_to_idx(value: float) → int¶

Converts a value of the variable to a value index.

Parameters:

value (float) – The value to convert.

Raises:

ValueError – If value < var_min.
ValueError – value > var_max + epsilon.

Returns:

The resulting value index.

Return type:

int

__abstractmethods__ = frozenset({})¶

__dict__ = mappingproxy({'__module__': 'amplify_bbopt.variable', '__doc__': 'A class for the real variable with log-uniform discretization.\n\n value = min * delta^idx\n delta = (max / min)**(1 / (nbins - 1))\n ', '__init__': <function RealVariableLogUniform.__init__>, 'discretized_list': <property object>, 'value_to_idx': <function RealVariableLogUniform.value_to_idx>, 'idx_to_value': <function RealVariableLogUniform.idx_to_value>, 'to_amplify_poly': <function RealVariableLogUniform.to_amplify_poly>, 'issue_amplify_variable_impl': <function RealVariableLogUniform.issue_amplify_variable_impl>, '__abstractmethods__': frozenset(), '_abc_impl': <_abc._abc_data object>, '__annotations__': {'_name': 'str | None', '_poly_array': 'amplify.PolyArray | None'}})¶

__slots__ = ()¶

__weakref__¶: list of weak references to the object (if defined)

property bounds: tuple¶

Return the lower and upper bounds that the variable can take.

Returns:: The lower and upper bounds that the variable can take.

property delta: float¶

Return the distance between discretization points.

Returns:: The distance between discretization points.

property discrete_domain: list | None¶

property discretized_list: list¶

Discretization list.

Returns:: Discretization list.
Return type:: list

property len: int¶

Return the number of the variables. This is significant for variable list classes.

Returns:: The number of the variables.
Return type:: int

property method: str | None¶

Return the encoding method.

Returns:: The encoding method. None is no encoding is necessary.
Return type:: str | None

property name: str | None¶

Return the name of the variable.

Returns:: The variable name.
Return type:: str

property nbins: int¶

Return the number of discretization bins.

Returns:: The number of discretization bins.
Return type:: int

property num_amplify_variables: int¶

Return the number of the Amplify SDK variables encoded from the variable.

Returns:: The number of the Amplify SDK variables.
Return type:: int

property poly_array: PolyArray | None¶: The Amplify SDK’s PolyArray that represents this variable.

property type: type¶

Return the type of the variable.

Returns:: The variable type.
Return type:: type