plot_configurations: Plot parameter configurations using parallel coordinates

In auto-optimization/iraceplot: Plots for Visualizing the Data Produced by the 'irace' Package

Plot parameter configurations using parallel coordinates

Description

Parallel coordinates plot of a set of provided configurations. Each line in the plot represents a configuration. The parameters to be included in the plot can be selected with the param_names argument. Additionally, the maximum number of parameters to be displayed in one plot. A list of plots is returned by this function in several plots are required to display the selected data.

Usage

plot_configurations(
  configurations,
  parameters,
  param_names = parameters$names,
  by_n_param = NULL,
  filename = NULL
)

Arguments

configurations	Data frame, configurations in irace format (example: configurations = iraceResults$allConfigurations)
parameters	(list()) Parameter space in irace format. See the function irace::readParameters().
param_names	(character()) Parameters to be included in the plot. Example: c("algorithm","alpha","rho","q0","rasrank").
by_n_param	Numeric (optional), maximum number of parameters to be displayed
filename	(character(1)) File name to save the plot, for example "~/path/example/filename.png".

Details

To export the plot to a file, it is possible to do it so manually using the functionality provided by plotly (https://plotly-r.com/exporting-static-images). If a filename is provided, orca server will be used to export the plots and thus, it requires the library to be installed (https://github.com/plotly/orca).

Value

parallel coordinates plot

Examples

iraceResults <- read_logfile(system.file(package="irace", "exdata",
                                         "irace-acotsp.Rdata", mustWork = TRUE))
parameters <- iraceResults$scenario$parameters
plot_configurations(iraceResults$allConfigurations[iraceResults$iterationElites,], 
                parameters = parameters)
plot_configurations(iraceResults$allConfigurations[iraceResults$iterationElites,], 
                parameters = parameters,
                param_names = c("algorithm", "alpha", "rho", "q0", "rasrank"))
plot_configurations(iraceResults$allConfigurations[iraceResults$iterationElites,], 
                parameters = parameters, by_n_param = 5)

auto-optimization/iraceplot documentation built on Nov. 29, 2024, 9:36 a.m.