/// <summary>
/// Create a new instance of <see cref="INeatExperiment{T}"/>.
/// </summary>
/// <param name="configElem">Experiment config in json form.</param>
/// <returns>A new instance of <see cref="INeatExperiment{T}"/>.</returns>
public INeatExperiment <double> CreateExperiment(JsonElement configElem)
{
// Read the customEvaluationSchemeConfig section.
ReadEvaluationSchemeConfig(
configElem,
out Func <double, double> fn,
out ParamSamplingInfo paramSamplingInfo,
out double gradientMseWeight);
// Create an evaluation scheme object for the generative sinewave task; using the evaluation scheme
// config read from json.
var evalScheme = new GenerativeFnRegressionEvaluationScheme(fn, paramSamplingInfo, gradientMseWeight);
// Create a NeatExperiment object with the evaluation scheme,
// and assign some default settings (these can be overridden by config).
var experiment = new NeatExperiment <double>("Generative Function Regression", evalScheme)
{
IsAcyclic = false,
CyclesPerActivation = 1,
ActivationFnName = ActivationFunctionId.LeakyReLU.ToString()
};
// Read standard neat experiment json config and use it configure the experiment.
NeatExperimentJsonReader <double> .Read(experiment, configElem);
return(experiment);
}
/// <summary>
/// Create a new instance of <see cref="INeatExperiment{T}"/>.
/// </summary>
/// <param name="jsonConfig">Experiment config in json format.</param>
/// <returns>A new instance of <see cref="INeatExperiment{T}"/>.</returns>
public INeatExperiment <double> CreateExperiment(string jsonConfig)
{
// Parse the json config string.
JObject configJobj = JObject.Parse(jsonConfig);
// Read the customEvaluationSchemeConfig section.
ReadEvaluationSchemeConfig(
configJobj,
out Func <double, double> fn,
out ParamSamplingInfo paramSamplingInfo,
out double gradientMseWeight);
// Create an evaluation scheme object for the generative sinewave task; using the evaluation scheme
// config read from json.
var evalScheme = new GenerativeFnRegressionEvaluationScheme(fn, paramSamplingInfo, gradientMseWeight);
// Create a NeatExperiment object with the configured evaluation scheme.
var experiment = NeatExperiment <double> .CreateCyclic(
"Generative Function Regression",
evalScheme,
__DefaultActivationFunctionName.ToString(),
1);
// Read standard neat experiment json config and use it configure the experiment.
NeatExperimentJsonReader <double> .Read(experiment, configJobj);
return(experiment);
}