simpleml.registries

Import path for the different registries available

Submodules

• simpleml.registries.keras_registry
• simpleml.registries.persistable_registry
• simpleml.registries.registry

Package Contents

Classes

DatasetRegistry	Meta class to register SimpleML persistables. expected to be set as
KerasRegistry	Metaclass for defining Abstract Base Classes (ABCs).
MetricRegistry	Meta class to register SimpleML persistables. expected to be set as
ModelRegistry	Meta class to register SimpleML persistables. expected to be set as
NamedRegistry	Explicitly named version of the registry (not implicit on class names)
PersistableRegistry	Meta class to register SimpleML persistables. expected to be set as
PipelineRegistry	Meta class to register SimpleML persistables. expected to be set as
Registry	Importable class to maintain reference to the global registry

Attributes

DATASET_REGISTRY
FILEPATH_REGISTRY
KERAS_REGISTRY
LOAD_METHOD_REGISTRY
METRIC_REGISTRY
MODEL_REGISTRY
ORM_REGISTRY
PIPELINE_REGISTRY
SAVE_METHOD_REGISTRY
SIMPLEML_REGISTRY
__author__

simpleml.registries.DATASET_REGISTRY

simpleml.registries.FILEPATH_REGISTRY

simpleml.registries.KERAS_REGISTRY

simpleml.registries.LOAD_METHOD_REGISTRY

simpleml.registries.METRIC_REGISTRY

simpleml.registries.MODEL_REGISTRY

simpleml.registries.ORM_REGISTRY

simpleml.registries.PIPELINE_REGISTRY

simpleml.registries.SAVE_METHOD_REGISTRY

simpleml.registries.SIMPLEML_REGISTRY

simpleml.registries.__author__ = Elisha Yadgaran

class simpleml.registries.DatasetRegistry

Bases: PersistableRegistry

Meta class to register SimpleML persistables. expected to be set as metaclass for all persistable types

Metaclass implementation. Called on import of referenced subclasses (not called on construction of classes)

class simpleml.registries.KerasRegistry

Bases: abc.ABCMeta

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.MetricRegistry

Bases: PersistableRegistry

Meta class to register SimpleML persistables. expected to be set as metaclass for all persistable types

Metaclass implementation. Called on import of referenced subclasses (not called on construction of classes)

class simpleml.registries.ModelRegistry

Bases: PersistableRegistry

Meta class to register SimpleML persistables. expected to be set as metaclass for all persistable types

Metaclass implementation. Called on import of referenced subclasses (not called on construction of classes)

class simpleml.registries.NamedRegistry

Bases: Registry

Explicitly named version of the registry (not implicit on class names)

context_register(self, name, cls)

Context manager to temporarily overwrite registry value Reverts to original value on exit

usage: ``` with NamedRegistry(…).context_register(name, cls):

…

```

Parameters

• name (str) –

• cls (Type) –

Return type

None

register(self, name, cls, allow_duplicates=True)

Parameters

• name (str) –

• cls (Type) –

• allow_duplicates (bool) –

Return type

None

class simpleml.registries.PersistableRegistry

Bases: abc.ABCMeta

Meta class to register SimpleML persistables. expected to be set as metaclass for all persistable types

Metaclass implementation. Called on import of referenced subclasses (not called on construction of classes)

__call__(self, *args, **kwargs)

Overwrite constructor call to add post init hook (called when constructing referenced subclasses)

class simpleml.registries.PipelineRegistry

Bases: PersistableRegistry

Meta class to register SimpleML persistables. expected to be set as metaclass for all persistable types

Metaclass implementation. Called on import of referenced subclasses (not called on construction of classes)

class simpleml.registries.Registry

Bases: object

Importable class to maintain reference to the global registry

clear(self)

Clear registry

Return type

None

context_register(self, cls)

Context manager to temporarily overwrite registry value Reverts to original value on exit

usage: ``` with Registry(…).context_register(cls):

…

```

Parameters

cls (Type) –

Return type

None

drop(self, key)

Drop key from registry

Parameters

key (str) –

Return type

None

get(self, class_name)

Parameters

class_name (str) –

Return type

Type

get_from_registry(self, class_name)

Parameters

class_name (str) –

Return type

Optional[Type]

register(self, cls)

Parameters

cls (Type) –

Return type

None