Axing a model_stack.

Remove the call.

Remove controls used for training.

Remove the training data.

Remove environments.

Remove fitted values.

Usage

# S3 method for model_stack
axe_call(x, verbose = FALSE, ...)

# S3 method for model_stack
axe_ctrl(x, verbose = FALSE, ...)

# S3 method for model_stack
axe_data(x, verbose = FALSE, ...)

# S3 method for model_stack
axe_env(x, verbose = FALSE, ...)

# S3 method for model_stack
axe_fitted(x, verbose = FALSE, ...)

Arguments

x: A model object
verbose: Print information each time an axe method is executed. Notes how much memory is released and what functions are disabled. Default is FALSE.
...: Additional arguments. Currently ignored.

Value

Axed model_stack object.

Examples


# build a regression model stack
st <-
  stacks() %>%
  add_candidates(reg_res_lr) %>%
  add_candidates(reg_res_sp) %>%
  blend_predictions() %>%
  fit_members()
  
# remove any of the "butcherable"
# elements individually
axe_call(st)
#> ── A stacked ensemble model ─────────────────────────────────────
#> 
#> Print methods for butchered model stacks are disabled.
axe_ctrl(st)
#> ── A stacked ensemble model ─────────────────────────────────────
#> 
#> Print methods for butchered model stacks are disabled.
axe_data(st)
#> ── A stacked ensemble model ─────────────────────────────────────
#> 
#> Print methods for butchered model stacks are disabled.
axe_fitted(st)
#> ── A stacked ensemble model ─────────────────────────────────────
#> 
#> Print methods for butchered model stacks are disabled.
axe_env(st)
#> ── A stacked ensemble model ─────────────────────────────────────
#> 
#> Print methods for butchered model stacks are disabled.

# or do it all at once!
butchered_st <- butcher(st, verbose = TRUE)
#> ✔ Memory released: 155.86 kB
#> ✖ Disabled: `print()` and `summary()`

format(object.size(st))
#> [1] "2465848 bytes"
format(object.size(butchered_st))
#> [1] "1565608 bytes"