internal static void SaveFast99OutputMeasures(
SensitivityDesign instance,
string outputName,
DataTable firstOrder,
DataTable totalOrder,
DataTable variance,
string pathToSensitivityDesignsDirectory
)
{
RequireTrue(instance.SensitivityMethod == SensitivityMethod.Fast99);
RequireDirectory(pathToSensitivityDesignsDirectory);
var sensitivityDesignDirectory = instance.CreatedOn.ToDirectoryName();
var pathToSensitivityDesignDirectory = Combine(
pathToSensitivityDesignsDirectory,
sensitivityDesignDirectory
);
SaveFast99OutputMeasures(
outputName,
firstOrder,
totalOrder,
variance,
pathToSensitivityDesignDirectory
);
}
internal static NumDataTable?LoadSensitivityDesignTrace(
SensitivityDesign instance,
string pathToSensitivityDesignsDirectory
)
{
RequireDirectory(pathToSensitivityDesignsDirectory);
var sensitivityDesignDirectory = instance.CreatedOn.ToDirectoryName();
var pathToSensitivityDesignDirectory = Combine(
pathToSensitivityDesignsDirectory,
sensitivityDesignDirectory
);
var pathToSerializedTrace = Combine(
pathToSensitivityDesignDirectory,
SERIALIZED_TRACE_FILE_NAME
);
if (File.Exists(pathToSerializedTrace))
{
var serializedTrace = File.ReadAllBytes(pathToSerializedTrace);
using var memoryStream = new MemoryStream(serializedTrace);
return(Serializer.Deserialize <NumDataTable>(memoryStream));
}
return(default);
internal static void SaveMorrisOutputMeasures(
SensitivityDesign instance,
string outputName,
DataTable mu,
DataTable muStar,
DataTable sigma,
string pathToSensitivityDesignsDirectory
)
{
RequireTrue(instance.SensitivityMethod == SensitivityMethod.Morris);
RequireDirectory(pathToSensitivityDesignsDirectory);
var sensitivityDesignDirectory = instance.CreatedOn.ToDirectoryName();
var pathToSensitivityDesignDirectory = Combine(
pathToSensitivityDesignsDirectory,
sensitivityDesignDirectory
);
SaveMorrisOutputMeasures(
outputName,
mu,
muStar,
sigma,
pathToSensitivityDesignDirectory
);
}
internal static void SaveSensitivityDesignTrace(
SensitivityDesign instance,
NumDataTable trace,
string pathToSensitivityDesignsDirectory
)
{
RequireDirectory(pathToSensitivityDesignsDirectory);
var sensitivityDesignDirectory = instance.CreatedOn.ToDirectoryName();
var pathToSensitivityDesignDirectory = Combine(
pathToSensitivityDesignsDirectory,
sensitivityDesignDirectory
);
RequireDirectory(pathToSensitivityDesignDirectory);
var pathToSerializedTrace = Combine(
pathToSensitivityDesignDirectory,
SERIALIZED_TRACE_FILE_NAME
);
using var memoryStream = new MemoryStream();
Serializer.Serialize(memoryStream, trace);
memoryStream.Position = 0;
File.WriteAllBytes(pathToSerializedTrace, memoryStream.ToArray());
}
internal static void SaveSensitivityDesign(
SensitivityDesign instance,
string pathToSensitivityDesignsDirectory
)
{
RequireDirectory(pathToSensitivityDesignsDirectory);
var sensitivityDesignDirectory = instance.CreatedOn.ToDirectoryName();
var pathToSensitivityDesignDirectory = Combine(
pathToSensitivityDesignsDirectory,
sensitivityDesignDirectory
);
RequireFalse(Directory.Exists(pathToSensitivityDesignDirectory));
Directory.CreateDirectory(pathToSensitivityDesignDirectory);
SaveDesign(
instance.CreatedOn,
instance.DesignParameters,
instance.SensitivityMethod,
instance.MethodParameters,
pathToSensitivityDesignDirectory
);
SaveSamples(
instance.Samples,
pathToSensitivityDesignDirectory
);
SaveSerializedDesigns(
instance.SerializedDesigns,
pathToSensitivityDesignDirectory
);
}
internal void Export(Arr <string> outputNames, string targetDirectory)
{
RequireNotNull(_moduleState.SensitivityDesign);
string measureNames;
string mainEffect;
if (_moduleState.SensitivityDesign.SensitivityMethod == SensitivityMethod.Morris)
{
SensitivityDesign.ExportMorris(
_moduleState.SensitivityDesign,
_moduleState.MeasuresState.MorrisOutputMeasures,
outputNames,
targetDirectory
);
measureNames = "\"mu\", \"mustar\", \"sigma\"";
mainEffect = "\"mustar\"";
}
else if (_moduleState.SensitivityDesign.SensitivityMethod == SensitivityMethod.Fast99)
{
SensitivityDesign.ExportFast99(
_moduleState.SensitivityDesign,
_moduleState.MeasuresState.Fast99OutputMeasures,
outputNames,
targetDirectory
);
measureNames = "\"firstorder\", \"totalorder\", \"variance\"";
mainEffect = "\"firstorder\"";
}
else
{
throw new InvalidOperationException(nameof(SensitivityMethod));
}
var r = Format(
InvariantCulture,
FMT_LOAD_DATA,
targetDirectory.Replace("\\", "/"),
measureNames,
mainEffect
);
File.WriteAllText(Combine(targetDirectory, "load_data.R"), r);
var maybeOutputs = _sampleInputs.Map(i => _simData.GetOutput(i, _simulation));
var allLoaded = maybeOutputs.ForAll(o => o.IsSome);
if (allLoaded)
{
ExportOutputs(
outputNames,
targetDirectory,
_simulation,
maybeOutputs.Somes().ToArr()
);
}
}
internal static bool LoadMorrisOutputMeasures(
SensitivityDesign instance,
string outputName,
string pathToSensitivityDesignsDirectory,
out (DataTable Mu, DataTable MuStar, DataTable Sigma) measures
internal static void ExportMorris(
SensitivityDesign sensitivityDesign,
Map <string, (DataTable Mu, DataTable MuStar, DataTable Sigma)> outputMeasures,