pjml.stream.reduce.summ.Summ

class pjml.stream.reduce.summ.Summ(field: str = 'R', function: str = 'mean', **kwargs)[source]

Given a field, summarizes a Collection object to a Data object.

The resulting Data object will have only the ‘s’ field. To keep other fields, consider using a Keep containing all the concurrent part: Keep(Expand -> … -> Summ).

The cells of the given field (matrix) will be averaged across all data objects, resulting in a new matrix with the same dimensions.

__init__(field: str = 'R', function: str = 'mean', **kwargs)[source]

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

Methods

__init__(field, function, **kwargs) 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.
function_from_name() Map each function name to its corresponding class method.
names()
updated(**kwargs) Clone this component, optionally replacing given params.

Attributes

cfserialized
cfuuid UUID excluding ‘model’ and ‘enhance’ flags.
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[source]

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

cs1[source]

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

classmethod default_config() → Dict[str, Any][source]

Create a copy of the component default configuration.

Returns:
dict

Copy of the component default configuration.

disable_pretty_printing()[source]

Disable the pretty-printing.

enable_pretty_printing()[source]

Enable the pretty-printing.

classmethod function_from_name()[source]

Map each function name to its corresponding class method.

id[source]

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

sid[source]

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

unwrap[source]

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)[source]

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[source]

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