src.hyperparameter_optimization package

Subpackages

Submodules

src.hyperparameter_optimization.apps module

class src.hyperparameter_optimization.apps.HyperparameterOptimizationConfig(app_name, app_module)

Bases: django.apps.config.AppConfig

name = 'src.hyperparameter_optimization'

src.hyperparameter_optimization.hyperopt_spaces module

hyperopt search spaces for each prediction method

src.hyperparameter_optimization.hyperopt_wrapper module

src.hyperparameter_optimization.methods_default_config module

src.hyperparameter_optimization.methods_default_config.hyperparameter_optimization_hyperopt()

src.hyperparameter_optimization.models module

class src.hyperparameter_optimization.models.HyperOpt(id, optimization_method, hyperparameteroptimization_ptr, max_evaluations, performance_metric, algorithm_type)

Bases: src.hyperparameter_optimization.models.HyperparameterOptimization

exception DoesNotExist

Bases: src.hyperparameter_optimization.models.DoesNotExist

exception MultipleObjectsReturned

Bases: src.hyperparameter_optimization.models.MultipleObjectsReturned

algorithm_type

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

get_algorithm_type_display(*, field=<django.db.models.fields.CharField: algorithm_type>)

get_performance_metric_display(*, field=<django.db.models.fields.CharField: performance_metric>)

hyperparameteroptimization_ptr

Accessor to the related object on the forward side of a one-to-one relation.

In the example:

class Restaurant(Model):
    place = OneToOneField(Place, related_name='restaurant')

Restaurant.place is a ForwardOneToOneDescriptor instance.

hyperparameteroptimization_ptr_id

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

max_evaluations

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

performance_metric

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

to_dict()

class src.hyperparameter_optimization.models.HyperOptAlgorithms

Bases: enum.Enum

An enumeration.

RANDOM_SEARCH = 'random_search'

TPE = 'tpe'

class src.hyperparameter_optimization.models.HyperOptLosses

Bases: enum.Enum

An enumeration.

ACC = 'acc'

AUC = 'auc'

F1SCORE = 'f1score'

FALSE_NEGATIVE = 'false_negative'

FALSE_POSITIVE = 'false_positive'

MAE = 'mae'

MAPE = 'mape'

PRECISION = 'precision'

RECALL = 'recall'

RMSE = 'rmse'

RSCORE = 'rscore'

TRUE_NEGATIVE = 'true_negative'

TRUE_POSITIVE = 'true_positive'

class src.hyperparameter_optimization.models.HyperparameterOptimization(id, optimization_method)

Bases: src.common.models.CommonModel

exception DoesNotExist

Bases: django.core.exceptions.ObjectDoesNotExist

exception MultipleObjectsReturned

Bases: django.core.exceptions.MultipleObjectsReturned

get_optimization_method_display(*, field=<django.db.models.fields.CharField: optimization_method>)

hyperopt

Accessor to the related object on the reverse side of a one-to-one relation.

In the example:

class Restaurant(Model):
    place = OneToOneField(Place, related_name='restaurant')

Place.restaurant is a ReverseOneToOneDescriptor instance.

id

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

static init(configuration={'type': 'hyperopt'})

job_set

Accessor to the related objects manager on the reverse side of a many-to-one relation.

In the example:

class Child(Model):
    parent = ForeignKey(Parent, related_name='children')

Parent.children is a ReverseManyToOneDescriptor instance.

Most of the implementation is delegated to a dynamically defined manager class built by create_forward_many_to_many_manager() defined below.

objects = <model_utils.managers.InheritanceManager object>

optimization_method

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

class src.hyperparameter_optimization.models.HyperparameterOptimizationMethods

Bases: enum.Enum

An enumeration.

HYPEROPT = 'hyperopt'

NONE = 'none'

Module contents