/// <summary>
/// Runs the example code.
/// </summary>
public void Run()
{
//Create StateMachine configuration
//Simplified input configuration
InputEncoderSettings inputCfg = StateMachineDesigner.CreateInputCfg(new FeedingContinuousSettings(FeedingContinuousSettings.AutoBootCyclesNum),
true,
new ExternalFieldSettings("High", new RealFeatureFilterSettings()),
new ExternalFieldSettings("Low", new RealFeatureFilterSettings()),
new ExternalFieldSettings("Adj Close", new RealFeatureFilterSettings())
);
//Simplified readout layer configuration
ReadoutLayerSettings readoutCfg = StateMachineDesigner.CreateForecastReadoutCfg(StateMachineDesigner.CreateSingleLayerRegrNet(new IdentitySettings(), 2, 1000),
0.1d,
1,
"High",
"Low"
);
//Create designer instance
StateMachineDesigner smd = new StateMachineDesigner(inputCfg, readoutCfg);
//Create pure ESN fashioned StateMachine configuration
StateMachineSettings stateMachineCfg = smd.CreatePureESNCfg(250, 1, 0, 0.2d, 0, 0.1d, 0.75d, null, PredictorsProvider.PredictorID.Activation, PredictorsProvider.PredictorID.ActivationSquare);
//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("Pres Enter to continue (StateMachine training)...");
_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\\TTOO.csv", out double[] predictionInputVector);
//Forecast
ReadoutLayer.ReadoutData readoutData = stateMachine.ComputeReadoutData(predictionInputVector);
_log.Write(" Forecast next High and Low (real values are High=6.58$ and Low=5.99$):", false);
_log.Write(stateMachine.RL.GetForecastReport(readoutData.DataVector, 6));
_log.Write(string.Empty);
return;
}
/// <summary>
/// Runs the example code.
/// </summary>
public void Run()
{
//Create StateMachine configuration
//Simplified input configuration
InputEncoderSettings inputCfg = StateMachineDesigner.CreateInputCfg(new FeedingPatternedSettings(1, true, RCNet.Neural.Data.InputPattern.VariablesSchema.Groupped),
false,
new ExternalFieldSettings("coord_abcissa", new RealFeatureFilterSettings()),
new ExternalFieldSettings("coord_ordinate", new RealFeatureFilterSettings())
);
//Simplified readout layer configuration
ReadoutLayerSettings readoutCfg = StateMachineDesigner.CreateClassificationReadoutCfg(StateMachineDesigner.CreateSingleLayerRegrNet(new IdentitySettings(), 5, 400),
0.0825d,
1,
"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(inputCfg, readoutCfg);
//Create pure ESN fashioned StateMachine configuration
StateMachineSettings stateMachineCfg = smd.CreatePureESNCfg(150,
0.25d,
5,
0.1d,
0,
0,
0,
null,
PredictorsProvider.PredictorID.FiringCount
);
//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("Pres 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;
}
/// <summary>
/// Runs the example code.
/// </summary>
public void Run()
{
//Create StateMachine configuration
//Simplified input configuration
InputEncoderSettings inputCfg = StateMachineDesigner.CreateInputCfg(new FeedingPatternedSettings(1, true, RCNet.Neural.Data.InputPattern.VariablesSchema.Groupped),
false,
new ExternalFieldSettings("coord_abcissa", new RealFeatureFilterSettings(), true, new SpikeCodeSettings(15, 1e-3, true, true, true, false)),
new ExternalFieldSettings("coord_ordinate", new RealFeatureFilterSettings(), true, new SpikeCodeSettings(15, 1e-3, true, true, true, false))
);
//Simplified readout layer configuration
ReadoutLayerSettings readoutCfg = StateMachineDesigner.CreateClassificationReadoutCfg(StateMachineDesigner.CreateSingleLayerRegrNet(new ElliotSettings(), 5, 400),
0.0825d,
1,
"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(inputCfg, readoutCfg);
//Create pure LSM fashioned StateMachine configuration
StateMachineSettings stateMachineCfg = smd.CreatePureLSMCfg(new ProportionsSettings(60, 1, 1), //Proportions (it also determines total size)
new AdExpIFSettings(), //Activation
//new ExpIFSettings(null, null, null, null, null, null, null, 0), //Activation
new HomogenousExcitabilitySettings(0.75, 0.75, 0.25),
1d, //Input connection density
0, //Input max delay
0.1d, //Interconnection density
0, //Internal synapses max delay
0, //Steady bias
null,
PredictorsProvider.PredictorID.FiringFadingSum
);
//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("Pres 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;
}