/// <summary>
/// Get a list of parameter values that we are to run. Call R to do this.
/// </summary>
private void RunRPostSimulation(DataTable predictedValues, out DataTable eeDataRaw, out DataTable statsDataRaw)
{
string morrisParametersFileName = GetTempFileName("parameters", ".csv");
string apsimVariableFileName = GetTempFileName("apsimvariable", ".csv");
string rFileName = GetTempFileName("morrisscript", ".r");
string eeFileName = GetTempFileName("ee", ".csv");
string statsFileName = GetTempFileName("stats", ".csv");
// write predicted values file
using (StreamWriter writer = new StreamWriter(apsimVariableFileName))
DataTableUtilities.DataTableToText(predictedValues, 0, ",", true, writer);
// Write parameters
using (StreamWriter writer = new StreamWriter(morrisParametersFileName))
DataTableUtilities.DataTableToText(ParameterValues, 0, ",", true, writer);
string paramNames = StringUtilities.Build(Parameters.Select(p => p.Name), ",", "\"", "\"");
string lowerBounds = StringUtilities.Build(Parameters.Select(p => p.LowerBound), ",");
string upperBounds = StringUtilities.Build(Parameters.Select(p => p.UpperBound), ",");
string script = GetMorrisRScript();
script += string.Format
("apsimMorris$X <- read.csv(\"{0}\")" + Environment.NewLine +
"values = read.csv(\"{1}\")" + Environment.NewLine +
"allEE <- data.frame()" + Environment.NewLine +
"allStats <- data.frame()" + Environment.NewLine +
"for (columnName in colnames(values))" + Environment.NewLine +
"{{" + Environment.NewLine +
" apsimMorris$y <- values[[columnName]]" + Environment.NewLine +
" tell(apsimMorris)" + Environment.NewLine +
" ee <- data.frame(apsimMorris$ee)" + Environment.NewLine +
" ee$variable <- columnName" + Environment.NewLine +
" ee$path <- c(1:{2})" + Environment.NewLine +
" allEE <- rbind(allEE, ee)" + Environment.NewLine +
" mu <- apply(apsimMorris$ee, 2, mean)" + Environment.NewLine +
" mustar <- apply(apsimMorris$ee, 2, function(x) mean(abs(x)))" + Environment.NewLine +
" sigma <- apply(apsimMorris$ee, 2, sd)" + Environment.NewLine +
" stats <- data.frame(mu, mustar, sigma)" + Environment.NewLine +
" stats$param <- params" + Environment.NewLine +
" stats$variable <- columnName" + Environment.NewLine +
" allStats <- rbind(allStats, stats)" + Environment.NewLine +
"}}" + Environment.NewLine +
"write.csv(allEE,\"{3}\", row.names=FALSE)" + Environment.NewLine +
"write.csv(allStats, \"{4}\", row.names=FALSE)" + Environment.NewLine,
morrisParametersFileName.Replace("\\", "/"),
apsimVariableFileName.Replace("\\", "/"),
NumPaths,
eeFileName.Replace("\\", "/"),
statsFileName.Replace("\\", "/"));
File.WriteAllText(rFileName, script);
// Run R
R r = new R();
r.RunToTable(rFileName);
eeDataRaw = ApsimTextFile.ToTable(eeFileName);
statsDataRaw = ApsimTextFile.ToTable(statsFileName);
}