Plot the sampling models used by irace — plot

Display the sampling models from which irace generated parameter values for new configurations during the configurations process.

For categorical parameters a stacked bar plot is created. This plot shows the sampling probabilities of the parameter values for the elite configurations in the iterations of the configuration process.

For numerical parameters a sampling distributions plot of the numerical parameters for the elite configurations of an iteration. This plot shows de density function of the truncated normal distributions associated to each parameter for each elite configuration on each iteration.

plot_model(irace_results, param_name, filename = NULL)

Arguments

irace_results: The data generated when loading the .Rdata file created by irace (or the filename of that file).
param_name: String, parameter to be included in the plot, e.g., param_name = "algorithm"
filename: (character(1)) File name to save the plot, for example "~/path/example/filename.png".

Value

sampling model plot

Examples

iraceResults <- read_logfile(system.file(package="irace", "exdata",
                                         "irace-acotsp.Rdata", mustWork = TRUE))
plot_model(iraceResults, param_name="algorithm")

# \donttest{ 
plot_model(iraceResults, param_name="alpha")
#> Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
#> ℹ Please use `linewidth` instead.
#> ℹ The deprecated feature was likely used in the iraceplot package.
#>   Please report the issue at
#>   <https://github.com/auto-optimization/iraceplot/issues>.

#> TableGrob (7 x 2) "arrange": 8 grobs
#>   z     cells    name                 grob
#> 1 1 (1-1,2-2) arrange       gtable[layout]
#> 2 2 (2-2,2-2) arrange       gtable[layout]
#> 3 3 (3-3,2-2) arrange       gtable[layout]
#> 4 4 (4-4,2-2) arrange       gtable[layout]
#> 5 5 (5-5,2-2) arrange       gtable[layout]
#> 6 6 (6-6,2-2) arrange       gtable[layout]
#> 7 7 (7-7,2-2) arrange       gtable[layout]
#> 8 8 (1-7,1-1) arrange text[GRID.text.2990]
# }