pjml.stream.expand.partition.Partition

class pjml.stream.expand.partition.Partition(split_type: str = 'cv', partitions: int = 10, test_size: float = 0.3, seed: int = 0, fields: str = 'X, Y', **kwargs)

Class to perform, e.g. Expand+kfoldCV.

This task is already done by function split(), but if performance becomes a concern, this less modular solution is a good choice.

TODO: the current implementation is just an alias for the nonoptimized

previous solution.

__init__(split_type: str = 'cv', partitions: int = 10, test_size: float = 0.3, seed: int = 0, fields: str = 'X, Y', **kwargs)

Initialize self. See help(type(self)) for accurate signature.

Methods

__init__(split_type, partitions, test_size, …)	Initialize self.
default_config()	Create a copy of the component default configuration.
disable_pretty_printing()	Disable the pretty-printing.
dual_transform(train, …)
enable_pretty_printing()	Enable the pretty-printing.
updated(**kwargs)	Clone this component, optionally replacing given params.

Attributes

cfserialized
cfuuid	UUID excluding ‘model’ and ‘enhance’ flags.
component
cs1	Convert component into a config space with a single component inside it.
enhancer
id	Short uuID First 8 chars of uuid, usually for printing purposes.
jsonable
longname
model
name
path
pretty_printing
serialized
sid	Short uuID First 6 chars of uuid, usually for printing purposes.
unwrap	Subpipeline inside the first Wrap().
uuid	Lazily calculated unique identifier for this dataset.
wrapped	Same as unwrap(), but with the external container Wrap.

cfuuid

UUID excluding ‘model’ and ‘enhance’ flags. Identifies the transformer.

cs1

Convert component into a config space with a single component inside it.

classmethod default_config() → Dict[str, Any]

Create a copy of the component default configuration.

Returns:

dict

Copy of the component default configuration.

disable_pretty_printing()

Disable the pretty-printing.

enable_pretty_printing()

Enable the pretty-printing.

id

Short uuID First 8 chars of uuid, usually for printing purposes. First collision expect after 12671943 combinations. :return:

sid

Short uuID First 6 chars of uuid, usually for printing purposes. :return:

unwrap

Subpipeline inside the first Wrap().

Hopefully there is only one Wrap in the pipeline. This method performs a depth-first search.

Examples

>>> pipe = Pipeline(
>>>     File(name='iris.arff'),
>>>     Wrap(Std(), SVMC()),
>>>     Metric(function='accuracy')
>>> )
>>> pipe.unwrap  # -> Chain(Std(), SVMC())

updated(**kwargs)

Clone this component, optionally replacing given params.

Returns:

A ready to use component.

uuid

Lazily calculated unique identifier for this dataset.

Should be accessed direct as a class member: ‘uuid’.

Returns:

A unique identifier UUID object.

wrapped

Same as unwrap(), but with the external container Wrap.