src.evaluation package

Subpackages

Submodules

src.evaluation.apps module

class src.evaluation.apps.EvaluationConfig(app_name, app_module)

Bases: django.apps.config.AppConfig

name = 'src.evaluation'

src.evaluation.models module

class src.evaluation.models.BinaryClassificationMetrics(id, elapsed_time, evaluation_ptr, f1_score, accuracy, precision, recall, classificationmetrics_ptr, true_positive, true_negative, false_negative, false_positive, auc)

Bases: src.evaluation.models.ClassificationMetrics

exception DoesNotExist

Bases: src.evaluation.models.DoesNotExist

exception MultipleObjectsReturned

Bases: src.evaluation.models.MultipleObjectsReturned

auc

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

classificationmetrics_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.

classificationmetrics_ptr_id

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

false_negative

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

false_positive

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

to_dict()

Return type:dict

true_negative

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

true_positive

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

class src.evaluation.models.ClassificationMetrics(id, elapsed_time, evaluation_ptr, f1_score, accuracy, precision, recall)

Bases: src.evaluation.models.Evaluation

exception DoesNotExist

Bases: src.evaluation.models.DoesNotExist

exception MultipleObjectsReturned

Bases: src.evaluation.models.MultipleObjectsReturned

accuracy

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

binaryclassificationmetrics

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.

evaluation_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.

evaluation_ptr_id

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

f1_score

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

multiclassclassificationmetrics

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.

precision

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

recall

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

to_dict()

Return type:dict

class src.evaluation.models.Evaluation(id, elapsed_time)

Bases: src.common.models.CommonModel

exception DoesNotExist

Bases: django.core.exceptions.ObjectDoesNotExist

exception MultipleObjectsReturned

Bases: django.core.exceptions.MultipleObjectsReturned

classificationmetrics

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.

elapsed_time

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

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(prediction_type, results, binary=False)

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>

regressionmetrics

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.

timeseriespredictionmetrics

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.

to_dict()

Return type:dict

class src.evaluation.models.MulticlassClassificationMetrics(id, elapsed_time, evaluation_ptr, f1_score, accuracy, precision, recall, classificationmetrics_ptr)

Bases: src.evaluation.models.ClassificationMetrics

exception DoesNotExist

Bases: src.evaluation.models.DoesNotExist

exception MultipleObjectsReturned

Bases: src.evaluation.models.MultipleObjectsReturned

classificationmetrics_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.

classificationmetrics_ptr_id

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

class src.evaluation.models.RegressionMetrics(id, elapsed_time, evaluation_ptr, rmse, mae, rscore, mape)

Bases: src.evaluation.models.Evaluation

exception DoesNotExist

Bases: src.evaluation.models.DoesNotExist

exception MultipleObjectsReturned

Bases: src.evaluation.models.MultipleObjectsReturned

evaluation_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.

evaluation_ptr_id

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

mae

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

mape

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

rmse

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

rscore

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

to_dict()

Return type:dict

class src.evaluation.models.TimeSeriesPredictionMetrics(id, elapsed_time, evaluation_ptr, nlevenshtein)

Bases: src.evaluation.models.Evaluation

exception DoesNotExist

Bases: src.evaluation.models.DoesNotExist

exception MultipleObjectsReturned

Bases: src.evaluation.models.MultipleObjectsReturned

evaluation_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.

evaluation_ptr_id

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

nlevenshtein

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

to_dict()

Return type:dict

Module contents