//Methods
/// <summary>
/// Runs the example code.
/// </summary>
public void Run()
{
//Create StateMachine configuration
//Simplified readout layer configuration using FF-network having 2 hidden layers as the classifier
ReadoutLayerSettings readoutCfg = StateMachineDesigner.CreateClassificationReadoutCfg(new CrossvalidationSettings(0.0825d, 0, 1),
StateMachineDesigner.CreateMultiLayerFFNetCfg(10, new AFAnalogLeakyReLUSettings(), 2, 5, 400),
2,
"Hand movement",
"curved swing",
"horizontal swing",
"vertical swing",
"anti-clockwise arc",
"clockwise arc",
"circle",
"horizontal straight-line",
"vertical straight-line",
"horizontal zigzag",
"vertical zigzag",
"horizontal wavy",
"vertical wavy",
"face-up curve",
"face-down curve",
"tremble"
);
//Create designer instance
StateMachineDesigner smd = new StateMachineDesigner(readoutCfg);
//Create StateMachine configuration without preprocessing
StateMachineSettings stateMachineCfg = smd.CreateBypassedPreprocessingCfg();
//Display StateMachine xml configuration
string xmlConfig = stateMachineCfg.GetXml(true).ToString();
_log.Write("StateMachine configuration xml:");
_log.Write("-------------------------------");
_log.Write(xmlConfig);
_log.Write(string.Empty);
_log.Write("Press Enter to continue (StateMachine training and verification)...");
_log.Write(string.Empty);
Console.ReadLine();
//Instantiation and training
_log.Write("StateMachine training:");
_log.Write("----------------------");
_log.Write(string.Empty);
//StateMachine instance
StateMachine stateMachine = new StateMachine(stateMachineCfg);
//StateMachine training
TrainStateMachine(stateMachine, "./Data/LibrasMovement_train.csv", out _);
_log.Write(string.Empty);
//StateMachine verification
_log.Write("StateMachine verification:");
_log.Write("--------------------------");
_log.Write(string.Empty);
VerifyStateMachine(stateMachine, "./Data/LibrasMovement_verify.csv", null, out _);
_log.Write(string.Empty);
return;
}
