plot_experiments_matrix: Heat Map Plot

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

Heat Map Plot

Description

Creates a heatmap plot that shows all performance data seen by irace. Configurations are shown in the x-axis in the order in which they are created in the configuration process. Instances are shown in the y-axis in the order in which they where seen during the configuration run. This plot gives a general idea of the configuration process progression, the number of evaluations of each configuration show how long they survived in the iterated racing procedure. Rejected configurations are shown with a red X.

Usage

plot_experiments_matrix(
  experiments,
  filename = NULL,
  metric = c("raw", "rpd", "rank"),
  show_conf_ids = FALSE,
  interactive = base::interactive()
)

Arguments

experiments	matrix() Experiment matrix obtained from irace training or testing data. Configurations in columns and instances in rows. As in irace, column names (configurations IDs) should be characters.
filename	(character(1)) File name to save the plot, for example "~/path/example/filename.png".
metric	Cost metric shown in the plot: "raw" shows the raw values, "rpd" shows relative percentage deviation per instance and "rank" shows rank per instance.
show_conf_ids	(logical(1)) If TRUE, it shows the configuration IDs in the x-axis. The default NA, only shows them if there are no more than 25.
interactive	(logical(1)) TRUE if the report may use interactive features (using plotly::ggplotly(), plotly::plot_ly() and DT::renderDataTable()) or FALSE if such features must be disabled. Defaults to the value returned by interactive(),

Value

ggplot2::ggplot() object

Note

Alternatively, experiments could be the data generated when loading the .Rdata file created by irace (or the filename of that file), from which the experiments matrix will be loaded.

Examples

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

plot_experiments_matrix(read_logfile(system.file(package="iraceplot", "exdata",
                                         "dummy-reject.Rdata", mustWork = TRUE)))

auto-optimization/iraceplot documentation built on Sept. 2, 2024, 6:38 a.m.