def partial_pipe_fit(pipeline_obj, df):
    X = pipeline_obj.named_steps['mapper'].fit_transform(df)
Y = df['class']
pipeline_obj.named_steps['clf'].partial_fit(X, Y)
Использование partial_fit с конвейером Scikit