Below is the example of using the GetMs operation to calculate an equation. The request contains and instance of opened modeling container, equation calculation pattern, and parameters of operation execution. The response contains an instance of the model that contains an equation with calculation results.
To execute the example, the equation must be calculated with the Determinate Equation method.
The C# example uses the PrintArray, PrintSeries auxiliary operations to display results described in the Equation Calculation section.
{
"GetMs" :
{
"tMs" :
{
"id" : "AOGBEFLOHDNBFOAEDPIBNDGEBKEDGIEEJKBKNMPOIOPJKGIB!M!S!CDMLANFLOHDNBFOAEJJKHCEGAMOAEGLOEPKMEPMOJMOAHLALB"
},
"tArg" :
{
"pattern" :
{
"obInst" : "false",
"all" : "false",
"item" :
{
"key" : "89669",
"problem" :
{
"metamodel" :
{
"calculationChain" : "Get",
"calcChainPattern" :
{
"modelPattern" :
{
"transform" :
{
"outputs" : "Get",
"formulaCount" : "true",
"formulas" :
{
"method" :
{
"series" : "true"
}
},
"displayId" : "true",
"equationsFormula" :
{
"method" : ""
},
"series" : "Get",
"kind" : "true",
"displaySettings" : "true",
"additionalAttributes" : "true",
"calculationType" : "true",
"calculationDirection" : "true",
"transformVariable" :
{
"slices" : "Get",
"transformSlice" :
{
"selection" : "Get"
}
}
},
"stochastic" : "true",
"calculationPeriod" : "true",
"useModelPeriod" : "true",
"useExistingData" : "true",
"treatNullsAsZeros" : "true",
"autoName" : "true",
"generatedName" : "true",
"period" : "true",
"isExclusive" : "true",
"useAutoPeriod" : "true"
},
"entryKeys" :
{
"l" : "4"
}
}
}
}
}
},
"execParams" :
{
"k" : "0",
"modelKeys" :
{
"l" : "4"
},
"scenarioKeys" : "",
"execMethod" : "true",
"execEvaluateSeries" : "true",
"execPairCorrelationMatrix" : "true"
}
}
}
}
{
"GetMsResult" :
{
"id" :
{
"id" : "AOGBEFLOHDNBFOAEDPIBNDGEBKEDGIEEJKBKNMPOIOPJKGIB!M!S!CDMLANFLOHDNBFOAEJJKHCEGAMOAEGLOEPKMEPMOJMOAHLALB"
},
"meta" :
{
"item" :
{
"k" : "89669",
"id" : "MODEL_NEW",
"n" : "MODEL_NEW",
"vis" : "1",
"type" : "Problem",
"problemMd" :
{
"metamodel" :
{
"k" : "89670",
"calculationChain" :
{
"its" :
{
"Item" :
{
"k" : "4",
"id" : "OBJ4",
"n" : "MyOutputVavable|A[t] = 10 - MyInputVavable[t] * 3.14, (From parent)-(From parent)",
"vis" : "1",
"type" : "Model",
"excluded" : "0",
"graphMeta" : "",
"model" :
{
"transform" :
{
"outputs" :
{
"its" :
{
"Item" :
{
"k" : "1",
"id" : "VARIABLES_89670",
"n" : "Variables",
"vis" : "1",
"slices" :
{
"its" :
{
"Item" :
{
"k" : "0",
"id" : "MyOutputVavable|A",
"n" : "MyOutputVavable|A",
"vis" : "1",
"variableKey" : "1",
"stubKey" : "89671",
"selections" :
{
"its" :
{
"Item" :
{
"id" :
{
"id" : "89683"
},
"variant" : "2"
}
}
},
"aggregator" : "None",
"parametrizedDimensions" :
{
"its" :
{
"Item" :
{
"dimension" : "0",
"parameter" : "0"
}
}
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"level" : "Year"
}
}
},
"variableStubKey" : "89671",
"parameterID" : "",
"kind" : "Stub",
"attributeId" : "",
"attributeType" : "Series"
}
}
},
"formulaCount" : "1",
"formulas" :
{
"its" :
{
"it" :
[
{
"k" : "0",
"kind" : "Deterministic",
"method" :
{
"deterministic" :
{
"modifyType" : "Replace",
"expression" : "10 - @_2:0[] * 3.14",
"result" :
{
"slice" :
{
"k" : "0",
"id" : "MyOutputVavable|A",
"n" : "MyOutputVavable|A",
"vis" : "1",
"variableKey" : "1",
"stubKey" : "89671",
"selections" :
{
"its" :
{
"Item" :
{
"id" :
{
"id" : "89683"
},
"variant" : "2"
}
}
},
"aggregator" : "None",
"parametrizedDimensions" :
{
"its" :
{
"Item" :
{
"dimension" : "0",
"parameter" : "0"
}
}
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"level" : "Year"
},
"lag" : "",
"key" : "0",
"termToText" : "{MyOutputVavable|A[t]}",
"termToInnerText" : "@_1:0[]",
"termInfo" :
{
"k" : "4294967295",
"lag" : "0",
"inversion" :
{
"type" : "None",
"lag" : "PrecidingValue",
"previousLag" : "-1",
"seasonality" : "None",
"dependence" : "Linear",
"K" : "3"
},
"slice" :
{
"k" : "0",
"id" : "MyOutputVavable|A",
"n" : "MyOutputVavable|A",
"vis" : "1",
"variableKey" : "1",
"stubKey" : "89671",
"selections" :
{
"its" :
{
"Item" :
{
"id" :
{
"id" : "89683"
},
"variant" : "2"
}
}
},
"aggregator" : "None",
"parametrizedDimensions" :
{
"its" :
{
"Item" :
{
"dimension" : "0",
"parameter" : "0"
}
}
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"level" : "Year"
},
"date" : "1899-12-30"
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"included" : "0"
},
"operands" :
{
"its" :
{
"Item" :
{
"k" : "0",
"slice" :
{
"k" : "0",
"id" : "1",
"n" : "MyInputVavable",
"vis" : "1",
"variableKey" : "2",
"stubKey" : "89671",
"selections" :
{
"its" :
{
"Item" :
{
"id" :
{
"id" : "89683"
},
"variant" : "1"
}
}
},
"aggregator" : "None",
"parametrizedDimensions" :
{
"its" :
{
"Item" :
{
"dimension" : "0",
"parameter" : "0"
}
}
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"level" : "Year"
},
"lag" : "",
"key" : "1",
"termToText" : "{MyInputVavable[t]}",
"termToInnerText" : "@_2:0[]",
"termInfo" :
{
"k" : "4294967295",
"lag" : "0",
"inversion" :
{
"type" : "None",
"lag" : "PrecidingValue",
"previousLag" : "-1",
"seasonality" : "None",
"dependence" : "Linear",
"K" : "3"
},
"slice" :
{
"k" : "0",
"id" : "1",
"n" : "MyInputVavable",
"vis" : "1",
"variableKey" : "2",
"stubKey" : "89671",
"selections" :
{
"its" :
{
"Item" :
{
"id" :
{
"id" : "89683"
},
"variant" : "1"
}
}
},
"aggregator" : "None",
"parametrizedDimensions" :
{
"its" :
{
"Item" :
{
"dimension" : "0",
"parameter" : "0"
}
}
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"level" : "Year"
},
"date" : "1899-12-30"
},
"unitInfo" :
{
"unit" : "4294967295",
"measure" : "4294967295",
"baseUnit" : "4294967295",
"unitsDimensionKey" : "0"
},
"included" : "1"
}
}
},
"pairCorrelationMatrix" :
{
"data" :
{
"d" : "1"
}
}
},
"name" : "10 - X1 * 3.14",
"series" :
{
"addFactor" :
{
"k" : "4294967295"
}
},
"evaluateSeries" :
{
"its" :
{
"Item" :
{
"scenarioKey" : "4294967295",
"fact" :
{
"d" :
[
"3",
"7",
"2",
"6",
"4",
"1",
"5",
"3.42857143",
"3.28571429",
"3.14285714",
"3",
"2.85714286",
"2.71428571",
"2.57142857",
"2.42857143",
"2.28571429",
"2.14285714",
"2",
"1.85714286",
"1.71428571",
"1.57142857",
"1.42857143",
"1.28571429",
"1.14285714",
"1",
"0.85714286",
"0.71428571",
"0.57142857",
"NaN"
]
},
"modelling" :
{
"d" :
[
"6.859999999999999",
"-2.56",
"3.72",
"-11.98",
"-13.55",
"-18.574",
"-23.598",
"-28.62200000000001",
"-33.646",
"-38.67",
"-43.69400000000001",
"-48.718",
"-53.742",
"-58.76600000000001",
"-63.79000000000001",
"-68.81400000000001",
"-73.83800000000001",
"-78.86200000000001",
"-83.886",
"-88.91000000000001",
"-93.93400000000001",
"-98.95800000000001",
"-103.982",
"-109.006",
"-114.03",
"-119.054",
"NaN",
"NaN",
"NaN"
]
},
"residuals" :
{
"d" :
[
"-3.859999999999999",
"9.56",
"-1.72",
"17.98",
"17.55",
"19.574",
"28.598",
"32.05057143000001",
"36.93171429",
"41.81285714",
"46.69400000000001",
"51.57514286000001",
"56.45628571",
"61.33742857000001",
"66.21857143000001",
"71.09971429000001",
"75.98085714000001",
"80.86200000000001",
"85.74314285999999",
"90.62428571000001",
"95.50542857000001",
"100.38657143",
"105.26771429",
"110.14885714",
"115.03",
"119.91114286",
"NaN",
"NaN",
"NaN"
]
},
"input" :
{
"d" :
[
"3",
"7",
"2",
"6",
"4",
"1",
"5",
"3.42857143",
"3.28571429",
"3.14285714",
"3",
"2.85714286",
"2.71428571",
"2.57142857",
"2.42857143",
"2.28571429",
"2.14285714",
"2",
"1.85714286",
"1.71428571",
"1.57142857",
"1.42857143",
"1.28571429",
"1.14285714",
"1",
"0.85714286",
"0.71428571",
"0.57142857",
"NaN",
"NaN",
"NaN"
]
},
"indicators" :
{
"its" :
{
"it" :
[
{
"termToText" : "{MyInputVavable[t]}",
"serie" :
{
"d" :
[
"1",
"4",
"2",
"7",
"7.5",
"9.1",
"10.7",
"12.3",
"13.9",
"15.5",
"17.1",
"18.7",
"20.3",
"21.9",
"23.5",
"25.1",
"26.7",
"28.3",
"29.9",
"31.5",
"33.1",
"34.7",
"36.3",
"37.9",
"39.5",
"41.1",
"NaN",
"NaN",
"NaN",
"NaN",
"NaN"
]
},
"inversion" :
{
"type" : "None",
"lag" : "PrecidingValue",
"previousLag" : "-1",
"seasonality" : "None",
"dependence" : "Linear",
"K" : "3"
},
"entryKey" : "1"
}
]
}
}
}
},
"dates" :
{
"it" :
[
"1990A1",
"1991A1",
"1992A1",
"1993A1",
"1994A1",
"1995A1",
"1996A1",
"1997A1",
"1998A1",
"1999A1",
"2000A1",
"2001A1",
"2002A1",
"2003A1",
"2004A1",
"2005A1",
"2006A1",
"2007A1",
"2008A1",
"2009A1",
"2010A1",
"2011A1",
"2012A1",
"2013A1",
"2014A1",
"2015A1",
"2016A1",
"2017A1",
"2018A1",
"2019A1",
"2020A1"
]
}
},
"inversionInfo" :
{
"type" : "None",
"lag" : "PrecidingValue",
"previousLag" : "-1",
"seasonality" : "None",
"dependence" : "Linear",
"K" : "3"
},
"doUseR" : "0",
"supportsR" : "0"
},
"calendarLevel" : "Year",
"outputSliceKey" : "0"
}
]
}
},
"displayId" : "0",
"series" :
{
"its" : ""
},
"kind" : "Simple",
"displaySettings" :
{
"displayTermsAs" : "Derive"
},
"additionalAttributes" : "",
"calculationType" : "Serie",
"calculationDirection" : "Forward"
},
"stochastic" : "0",
"calculationPeriod" : "Forecast",
"useModelPeriod" : "1",
"useExistingData" : "0",
"treatNullsAsZeros" : "0",
"autoName" : "1",
"period" :
{
"identificationStartDate" : "1990-01-01",
"identificationEndDate" : "2018-04-24",
"forecastStartDate" : "2018-04-25",
"forecastEndDate" : "2020-01-01",
"identificationStartDateParamID" : "",
"identificationEndDateParamID" : "",
"forecastStartDateParamID" : "",
"forecastEndDateParamID" : "",
"autoPeriod" : "28672",
"identificationStartOffset" : "0",
"identificationEndOffset" : "0",
"forecastEndOffset" : "0",
"isIdentStartCorrect" : "1",
"isIdentEndCorrect" : "1",
"isForecastEndCorrect" : "1"
},
"isExclusive" : "1",
"useAutoPeriod" : "1",
"generatedName" : "MyOutputVavable|A[t] = 10 - MyInputVavable[t] * 3.14",
"warnings" : "",
"readOnly" : "0"
}
}
}
},
"visualController" :
{
"userRPath" : "",
"isRExist" : "0"
},
"suppressEmptyFilter" :
{
"suppressEmpty" : "0",
"suppressEmptyArea" : "SerieBounds"
},
"readOnly" : "0",
"variableTestUseR" : "0",
"calculateIdentOnFact" : "0"
},
"useScenarios" : "0",
"readOnly" : "0"
}
}
}
}
}
public static MsCalculationChainEntry GetMsDeterm(MsId ms, ulong modelKey, ulong eqKey)
{
var getMsOp = new GetMs();
// Set operation execution parameters
getMsOp.tMs = ms;
getMsOp.tArg = new GetMsArg()
{ // Set data extraction pattern
pattern = new MsMdPattern()
{
obInst = false,
all = false,
item = new MsItemPattern()
{ // Specify calculated model key
key = modelKey,
problem = new MsProblemPattern()
{
metamodel = new MsMetaModelPattern()
{
calculationChain = ListOperation.Get,
calcChainPattern = new MsCalculationChainPattern()
{
// Specify calculated equation key
entryKeys = new long[] { (long)eqKey },
modelPattern = new MsModelPattern()
{
autoName = true,
calculationPeriod = true,
generatedName = true,
isExclusive = true,
period = true,
stochastic = true,
treatNullsAsZeros = true,
useAutoPeriod = true,
useExistingData = true,
useModelPeriod = true,
transform = new MsFormulaTransformPattern()
{
additionalAttributes = true,
calculationDirection = true,
calculationType = true,
displayId = true,
displaySettings = true,
formulaCount = true,
outputs = ListOperation.Get,
series = ListOperation.Get,
kind = true,
formulas = new TsFormulaPattern()
{
method = new TsMethodPattern()
{
series = true
}
},
equationsFormula = new TsFormulaPattern()
{
method = new TsMethodPattern() { }
},
transformVariable = new MsFormulaTransformVariablePattern()
{
slices = ListOperation.Get,
transformSlice = new MsFormulaTransformSlicePattern()
{
selection = ListOperation.Get
}
}
}
}
}
}
}
}
}, // Set equation calculation parameters
execParams = new MsMdExecParams()
{
k = 0,
execMethod = true,
execEvaluateSeries = true,
execPairCorrelationMatrix = true,
scenarioKeys = new long[] { },
modelKeys = new long[] { (long)eqKey }
}
};
// Create a proxy object for operation execution
var somClient = new SomPortTypeClient();
GetMsResult getMsResult = somClient.GetMs(getMsOp);
MsMetaModel meta = getMsResult.meta.item.problemMd.metamodel;
MsCalculationChainEntry chainEntry = meta.calculationChain.its.GetValue(0) as MsCalculationChainEntry;
// Display errors and warnings
MsModel eq = chainEntry.model;
if (eq.warnings != null)
{
Console.WriteLine("-- Warnings --");
Console.WriteLine("".PadRight(3) + printArray(eq.warnings));
}
if (eq.error == null) //Check if errors occurred on equation calculation
{ // Equation is calculated without errors, get calculation results
TsFormula formula = eq.transform.formulas.its.GetValue(0) as TsFormula;
TsDeterministicMethod determ = formula.method.deterministic;
Console.WriteLine("-- Input factors --");
Console.WriteLine("".PadRight(3) + printArray(determ.factsMatrix));
Console.WriteLine("-- Correlation matrix --");
MsPairCorrelationMatrix pm = determ.pairCorrelationMatrix;
if (pm.error != null) {Console.WriteLine("".PadRight(3) + "error: " + pm.error);}
Console.WriteLine("".PadRight(3) + printArray(pm.data));
// Get calculated values and display into console window
MsEvaluateSeriesResult seriesRes = formula.method.evaluateSeries;
printSeries(seriesRes);
}
else // Errors occurred on equation calculation
{
Console.WriteLine("-- Errors --");
Console.WriteLine(eq.error);
}
// Return the model that contains equation
return chainEntry;
}
See also: