pipeline_to_list: Convert Scikit-learn Pipeline to Named List

In GeneSelectR: 'GeneSelectR' - Comprehensive Feature Selection Workflow for Bulk RNAseq Datasets

Convert Scikit-learn Pipeline to Named List

Description

This function takes a Scikit-learn Pipeline object and converts it to a named list in R. Each step in the pipeline becomes an element in the list with the name of the step as the name of the list element.

Usage

pipeline_to_list(pipeline)

Arguments

pipeline

A Scikit-learn Pipeline object.

Value

A named list where each element represents a step in the Scikit-learn Pipeline. The names of the list elements correspond to the names of the steps in the pipeline. Each element of the list is an R representation of the respective step in the pipeline.

Examples

# Assuming a Scikit-learn pipeline object 'sklearn_pipeline' is defined in Python
# and available in R via reticulate
sklearn_pipeline <- reticulate::import("sklearn.pipeline")$Pipeline(steps = list(
  list("scaler", reticulate::import("sklearn.preprocessing")$StandardScaler()),
  list("classifier", reticulate::import("sklearn.ensemble")$RandomForestClassifier())
))

# Convert the Scikit-learn pipeline to a named list in R
pipeline_list <- pipeline_to_list(sklearn_pipeline)
print(pipeline_list)

GeneSelectR documentation built on May 29, 2024, 4:01 a.m.