openfl.pipelines.skc_pipeline.SKCPipeline

class openfl.pipelines.skc_pipeline.SKCPipeline(p_sparsity=0.1, n_clusters=6, **kwargs)

Bases: TransformationPipeline

A pipeline class to compress data lossly using sparsity and k-means methods.

Class Attributes:

• p (float) – The sparsity factor.

• n_cluster (int) – The number of K-mean clusters.

Methods

backward	Backward pass of pipeline data transformer.
forward	Forward pass of pipeline data transformer.
is_lossy	If any of the transformers are lossy, then the pipeline is lossy.

backward(data, transformer_metadata, **kwargs)

Backward pass of pipeline data transformer.

Parameters:

• data – The transformed data.

• transformer_metadata – The metadata for the transformation.

• **kwargs – Additional keyword arguments for the transformation.

Returns:

The original data before the transformation.

forward(data, **kwargs)

Forward pass of pipeline data transformer.

Parameters:

• data – The data to be transformed.

• **kwargs – Additional keyword arguments for the transformation.

Returns:

• data – The transformed data.

• transformer_metadata – The metadata for the transformation.

is_lossy()

If any of the transformers are lossy, then the pipeline is lossy.

Returns:

True if any of the transformers in the pipeline are lossy, False – otherwise.