mlrl.testbed.modes.mode_single module¶

Provides classes that implement a mode of operation for performing a single experiment.

class mlrl.testbed.modes.mode_single.SingleMode¶

Bases: Mode

A mode of operation that performs a single experiment.

configure_algorithmic_arguments(cli: CommandLineInterface, algorithmic_arguments: list[Argument])¶

Must be implemented by subclasses in order to configure the command line interface according to the mode of operation.

Parameters:

cli – The command line interface to be configured
algorithmic_arguments – The arguments that should be added to the command line interface for configuring the algorithm’s hyperparameters

configure_control_arguments(cli: CommandLineInterface, control_arguments: list[Argument])¶

Must be implemented by subclasses in order to configure the command line interface according to the mode of operation.

Parameters:

cli – The command line interface to be configured
control_arguments – The arguments that should be added to the command line interface for controlling mlrl-testbed’s behavior

run_experiment(control_arguments: set[Argument], algorithmic_arguments: set[Argument], args: Namespace, recipe: Recipe)¶

Must be implemented by subclasses in order to run an experiment according to the command line arguments specified by the user.

Parameters:

control_arguments – The arguments that should be added to the command line interface for controlling mlrl-testbed’s behavior
algorithmic_arguments – The arguments that should be added to the command line interface for configuring the algorithm’s hyperparameters
args – The command line arguments specified by the user
recipe – A Recipe that provides access to the ingredients that are needed for setting up experiments

Returns the ExperimentMode that corresponds to this mode of operation.