irace: irace

In irace: Iterated Racing for Automatic Algorithm Configuration

irace

Description

irace implements iterated Race. It receives some parameters to be tuned and returns the best configurations found, namely, the elite configurations obtained from the last iterations (and sorted by rank).

Usage

irace(scenario, parameters)

Arguments

scenario	(list()) Data structure containing irace settings. The data structure has to be the one returned by the function defaultScenario() or readScenario().
parameters	(list()) Data structure containing the parameter space definition. The data structure has to similar to the one returned by the function readParameters.

Details

The function irace executes the tuning procedure using the information provided in scenario and parameters. Initially it checks the correctness of scenario and recovers a previous execution if scenario$recoveryFile is set. A R data file log of the execution is created in scenario$logFile.

Value

(data.frame)

A data frame with the set of best algorithm configurations found by irace. The data frame has the following columns:

• .ID. : Internal id of the candidate configuration.

• Parameter names : One column per parameter name in parameters.

• .PARENT. : Internal id of the parent candidate configuration.

Additionally, this function saves an R data file containing an object called iraceResults. The path of the file is indicated in scenario$logFile. The iraceResults object is a list with the following structure:

scenario

The scenario R object containing the irace options used for the execution. See defaultScenario for more information.

parameters

The parameters R object containing the description of the target algorithm parameters. See readParameters.

allConfigurations

The target algorithm configurations generated by irace. This object is a data frame, each row is a candidate configuration, the first column (.ID.) indicates the internal identifier of the configuration, the following columns correspond to the parameter values, each column named as the parameter name specified in the parameter object. The final column (.PARENT.) is the identifier of the configuration from which model the actual configuration was sampled.

allElites

A list that contains one element per iteration, each element contains the internal identifier of the elite candidate configurations of the corresponding iteration (identifiers correspond to allConfigurations$.ID.).

iterationElites

A vector containing the best candidate configuration internal identifier of each iteration. The best configuration found corresponds to the last one of this vector.

experiments

A matrix with configurations as columns and instances as rows. Column names correspond to the internal identifier of the configuration (allConfigurations$.ID.).

experimentLog

A matrix with columns iteration, instance, configuration, time. This matrix contains the log of all the experiments that irace performs during its execution. The instance column refers to the index of the scenario$instancesList data frame. Time is saved ONLY when reported by the targetRunner.

softRestart

A logical vector that indicates if a soft restart was performed on each iteration. If FALSE, then no soft restart was performed.

state

A list that contains the state of irace, the recovery is done using the information contained in this object.

testing

A list that contains the testing results. The elements of this list are: experiments a matrix with the testing experiments of the selected configurations in the same format as the explained above and seeds a vector with the seeds used to execute each experiment.

Author(s)

Manuel López-Ibáñez and Jérémie Dubois-Lacoste

See Also

irace.main()

a higher-level interface to irace.

irace.cmdline()

a command-line interface to irace.

readScenario()

for reading a configuration scenario from a file.

readParameters()

read the target algorithm parameters from a file.

defaultScenario()

returns the default scenario settings of irace.

checkScenario()

to check that the scenario is valid.

Examples

## Not run: 
parameters <- readParameters("parameters.txt")
scenario <- readScenario(filename = "scenario.txt")
irace(scenario = scenario, parameters = parameters)

## End(Not run)

irace documentation built on Oct. 23, 2022, 5:06 p.m.