alteryx / alteryx/evalml

Handle stacked ensembling for partial dependence fast mode

Abierto
#3,780 1 comentario 0 reacciones 0 asignados Ver en GitHub
new feature
Lenguaje dominante
Python
Estrellas
850
Forks
96
Métricas de merge de PR
Sin PR fusionados en 30 d

Descripción

Once #3779 is implemented, fast mode will not work in pipelines that use stacked ensembling.

This was not done due to the added complexity of handling it, but we should be able to handle stacked ensembling for partial dependence fast mode by recreating each individual inputted pipeline, getting their original X_t, transform the single column, and generate predictions, thus recreating the dataframe that gets passed into the stacked ensembler estimator.

This should be implemented by adding a `handle_partial_dependence_fast_mode` method in `StackedEnsembleBase` to handle the ensembler and change `_can_be_used_for_fast_partial_dependence` to True.

Note: I expect this to mean we have to change the parameters and return values of `_handle_partial_dependence_fast_mode`, because handling this component means we need to `_get_cloned_feature_pipelines` and `_transform_single_feature` for each sub-pipeline. We should make sure the implementation is still functional for future components that may need to use this method.

Guía de contribución

Abrir la guía de contribución

Evaluación

Este issue todavía no se ha evaluado.

Recibe los nuevos issues en tu correo

Un resumen breve de issues de GitHub para principiantes.