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AggWizard_CreateAggs.cs
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string annPrefix = "TabularAggWizard_";
string aggSuffix = "_AGG";
string[] aggTypeList = {"GroupBy","Sum","Count","Min","Max"};
// Error catching: Annotation values
foreach (var t in Model.Tables.Where(a => a.GetAnnotations().Any(b => b.StartsWith(annPrefix))).OrderBy(a => a.Name).ToList())
{
string baseTableName = t.Name;
foreach (var an in t.GetAnnotations().Where(a => a.StartsWith(annPrefix)).ToList())
{
if (t.GetAnnotation(an) == string.Empty)
{
Error("The '"+baseTableName+"' table has an invalid annotation value (precedence) for the '"+an+"' annotation.");
return;
}
foreach (var c in t.Columns.Where(a => a.HasAnnotation(an)).ToList())
{
string colName = c.Name;
if (!aggTypeList.Contains(c.GetAnnotation(an)))
{
Error("'"+baseTableName+"'["+colName+"] has an invalid annotation value (aggregation type) for the '"+an+"' annotation." );
return;
}
}
}
// Error catching: Partitions (legacy), SELECT*FROM
foreach (var p in t.Partitions.OrderBy(a => a.Name).ToList())
{
string pName = p.Name;
string q = p.Query.Replace(" ","").Replace("\n","").Replace("\r","").Replace("\t","").ToUpper();
if (!p.ObjectTypeName.ToString().Contains("Legacy"))
{
Error("All partitions in the base table must be of type 'legacy'. '"+baseTableName+"'["+pName+"] is not a legacy partition.");
return;
}
if (!q.StartsWith("SELECT*FROM"))
{
Error("All partitions in the base table must be in SELECT * FROM format. '"+baseTableName+"'["+pName+"] is not in this format.");
return;
}
}
}
foreach (var t in Model.Tables.Where(a => a.GetAnnotations().Any(b => b.StartsWith(annPrefix))).OrderBy(a => a.Name).ToList())
{
string baseTableName = t.Name;
// non-descending: higher precedence considered first
foreach (var an in t.GetAnnotations().Where(a => a.StartsWith(annPrefix)).OrderBy(a => Convert.ToInt32(t.GetAnnotation(a))).ToList())
{
int aggNumInd = an.LastIndexOf("_");
int aggNum = Convert.ToInt32(an.Substring(aggNumInd+1));
string aggTableName = baseTableName + aggSuffix + "_" + aggNum;
string ann = annPrefix+aggNum;
string pr = t.GetAnnotation(ann);
// Create agg table
var x = Model.AddTable(aggTableName);
x.IsHidden = true;
// Update agg annotations for batch processing
foreach (var tableann in t.GetAnnotations().Where(a => a.StartsWith("TabularProcessingBatch_")).ToList())
{
string annValue = Model.Tables[baseTableName].GetAnnotation(tableann);
x.SetAnnotation(tableann,annValue);
}
int pCount = Model.Tables[baseTableName].Partitions.Count();
var dataSource = Model.Tables[baseTableName].Source;
// Add/update partitions
if (pCount > 1)
{
// Add partitions
foreach(var p in Model.Tables[baseTableName].Partitions.ToList())
{
string aggPartitionName = p.Name.Replace(baseTableName,aggTableName);
//string aggQuery = p.Query.Replace(baseTableName,aggTableName);
var aggPar = Model.Tables[aggTableName].AddPartition(aggPartitionName);
// Update Data Source
aggPar.DataSource = Model.DataSources[dataSource];
// Update Query
aggPar.Query = p.Query;
// Update agg annotations for batch processing
foreach (var partann in p.GetAnnotations().Where(a => a.StartsWith("TabularProcessingBatch_")).ToList())
{
string partannValue = Model.Tables[baseTableName].Partitions[p.Name].GetAnnotation(partann);
aggPar.SetAnnotation(partann,partannValue);
}
}
// Remove default partition
Model.Tables[aggTableName].Partitions[aggTableName].Delete();
}
else
{
var par = Model.Tables[baseTableName].Partitions[0];
var aggPar = Model.Tables[aggTableName].Partitions[0];
// Update Data Source
aggPar.DataSource = Model.DataSources[dataSource];
// Update Query
aggPar.Query = par.Query;
// Update agg annotations for batch processing
foreach (var partann in par.GetAnnotations().Where(a => a.StartsWith("TabularProcessingBatch_")).ToList())
{
string partannValue = Model.Tables[baseTableName].Partitions[0].GetAnnotation(partann);
aggPar.SetAnnotation(partann,partannValue);
}
}
// Add columns
foreach (var c in Model.Tables[baseTableName].Columns.Where(a => a.HasAnnotation(ann)).ToList())
{
string columnName = c.Name;
var y = x.AddDataColumn(columnName);
y.SourceColumn = (Model.Tables[baseTableName].Columns[columnName] as DataColumn).SourceColumn;
y.DataType = c.DataType;
y.IsHidden = true;
y.FormatString = c.FormatString;
// Add Relationships
foreach(var r in Model.Relationships.ToList().Where(a=> a.FromTable == Model.Tables[baseTableName] && a.FromColumn == Model.Tables[baseTableName].Columns[columnName]))
{
var addRel = Model.AddRelationship();
addRel.FromColumn = Model.Tables[aggTableName].Columns[columnName];
addRel.ToColumn = Model.Tables[r.ToTable.Name].Columns[r.ToColumn.Name];
addRel.FromCardinality = r.FromCardinality;
addRel.ToCardinality = r.ToCardinality;
addRel.CrossFilteringBehavior = r.CrossFilteringBehavior;
addRel.SecurityFilteringBehavior = r.SecurityFilteringBehavior;
addRel.IsActive = r.IsActive;
Model.Tables[aggTableName].Columns[columnName].SetAnnotation(aggTableName,"ForeignKey");
Model.Tables[baseTableName].Columns[columnName].SetAnnotation(aggTableName,"ForeignKey");
}
// For non-key columns, create agg measures
if ( Model.Tables[aggTableName].Columns[columnName].GetAnnotation(aggTableName) == null)
{
foreach (var z in Model.Tables[baseTableName].Columns[columnName].ReferencedBy.OfType<Measure>().ToList())
{
string newMeasureName = z.Name + aggSuffix + aggNum;
string measureDAX = z.Expression;
var newDAX = measureDAX.Replace(baseTableName + "[" + columnName + "]",aggTableName + "[" + columnName + "]");
newDAX = newDAX.Replace("'" + baseTableName + "'" + "[" + columnName + "]","'" + aggTableName + "'" + "[" + columnName + "]");
string fs = z.FormatString;
string df = z.DisplayFolder;
var k = z.KPI;
string tbl = z.Table.Name;
// Do not duplicate measures in case a single measure is referenced by multiple agg columns
if (! Model.AllMeasures.Any(a => a.Name == newMeasureName))
{
// Create agg measure, format same as non-agg measure
var newMeasure = Model.Tables[aggTableName].AddMeasure(newMeasureName);
newMeasure.Expression = newDAX; //FormatDax
newMeasure.IsHidden = true;
newMeasure.FormatString = fs;
newMeasure.DisplayFolder = df;
newMeasure.KPI = k;
Model.Tables[tbl].Measures[z.Name].SetAnnotation(aggTableName,"BaseMeasure");
// Add new measures to respective perspectives
foreach (var p in Model.Perspectives.ToList())
{
foreach (var mea in Model.AllMeasures.Where(a=> a.Name == z.Name))
{
bool inPer = mea.InPerspective[p];
newMeasure.InPerspective[p] = inPer;
// Set Annotations for base measures
mea.SetAnnotation(aggTableName,"BaseMeasure");
}
}
// Set annotation denoting column as an agg column
Model.Tables[aggTableName].Columns[columnName].SetAnnotation(aggTableName,"AggColumn");
Model.Tables[baseTableName].Columns[columnName].SetAnnotation(aggTableName,"AggColumn");
}
// For multi-aggcolumn referenced measures
else
{
var zz = Model.Tables[aggTableName].Measures[newMeasureName];
string zexpr = zz.Expression;
zexpr = zexpr.Replace(baseTableName + "[" + columnName + "]",aggTableName + "[" + columnName + "]");
zexpr = zexpr.Replace("'" + baseTableName + "'" + "[" + columnName + "]","'" + aggTableName + "'" + "[" + columnName + "]");
zz.Expression = zexpr;
}
}
}
}
// Initialize DAX Statement string for Agg-check measure
var sb = new System.Text.StringBuilder();
sb.Append("IF (");
// Create ISCROSSFILTERED Statement
foreach (var c in Model.Tables[baseTableName].Columns.Where(b => b.GetAnnotation(aggTableName) != "ForeignKey" && b.GetAnnotation(aggTableName) != "AggColumn").ToList())
{
string columnName = c.Name;
foreach(var r in Model.Relationships.ToList().Where(a=> a.FromTable == Model.Tables[baseTableName] && a.FromColumn == Model.Tables[baseTableName].Columns[columnName]))
{
string toTable = r.ToTable.Name;
sb.Append("ISCROSSFILTERED('"+toTable+"') || ");
Model.Tables[baseTableName].Columns[columnName].SetAnnotation(aggTableName,"ForeignKeyNotInAgg");
}
}
// Create ISFILTERED Statement
foreach (var c in Model.Tables[baseTableName].Columns.Where(b => b.GetAnnotation(aggTableName) == null).ToList())
{
string columnName = c.Name;
sb.Append("ISFILTERED('"+baseTableName+"'["+columnName+"]) || ");
}
string dax = sb.ToString(0,sb.Length - 3) + ",0,1)";
var m = Model.Tables[aggTableName].AddMeasure(baseTableName+"check"+aggNum);
m.Expression = dax; //FormatDax
m.IsHidden = true;
// Add Agg-check measure to respective perspective(s)
//foreach (var t in Model.Tables.Where (a => a.Name == baseTableName).ToList())
//{
// foreach (var p in Model.Perspectives.ToList())
// {
// bool inPersp = t.InPerspective[p];
// m.InPerspective[p] = inPersp;
// }
//}
// Update non-agg measures to switch between agg & non-agg
foreach (var o in Model.AllMeasures.Where(a => a.GetAnnotation(aggTableName) == "BaseMeasure").ToList())
{
string objName = o.Name;
string expr = o.Expression;
o.Expression = "IF([" + baseTableName + "check"+aggNum+"] = 1,[" + objName + aggSuffix + aggNum +"],"+expr+")"; //FormatDax
}
}
}
// Update Partition Queries
foreach (var t in Model.Tables.Where(a => a.GetAnnotations().Any(b => b.StartsWith(annPrefix))).OrderBy(a => a.Name).ToList())
{
string baseTableName = t.Name;
foreach (var an in t.GetAnnotations().Where(a => a.StartsWith(annPrefix)).ToList())
{
int aggNumInd = an.LastIndexOf("_");
int aggNum = Convert.ToInt32(an.Substring(aggNumInd+1));
string aggTableName = baseTableName + aggSuffix + "_" + aggNum;
string ann = annPrefix+aggNum;
string pr = t.GetAnnotation(ann);
foreach (var p in Model.Tables[aggTableName].Partitions.ToList())
{
string q = p.Query;
int fromInd = q.IndexOf("FROM");
string sourceTable = q.Substring(fromInd+4).Trim();
string newline = Environment.NewLine;
string sql = string.Empty;
var sb_Select = new System.Text.StringBuilder();
string sb_From = ("FROM " + sourceTable + newline);
var sb_GroupBy = new System.Text.StringBuilder();
sb_Select.Append("SELECT" + newline);
sb_GroupBy.Append("GROUP BY" + newline);
int i=0;
foreach (var c in Model.Tables[baseTableName].Columns.Where(a => a.HasAnnotation(ann)).OrderByDescending(a => a.UsedInRelationships.Where(b => b.FromTable.Name == baseTableName && b.FromColumn.Name == a.Name).Count()).ToList())
{
string colName = c.Name;
string aT = c.GetAnnotation(ann);
string sc = (Model.Tables[baseTableName].Columns[colName] as DataColumn).SourceColumn;
if (i==0)
{
if (aT == "GroupBy")
{
sb_Select.Append(" ["+sc+"]" + newline);
sb_GroupBy.Append(" ["+sc+"]" + newline);
}
else
{
sb_Select.Append(aT.ToUpper() + "( ["+sc+"]) AS ["+sc+"]" + newline);
}
}
else
{
if (aT == "GroupBy")
{
sb_Select.Append(",["+sc+"]" + newline);
sb_GroupBy.Append(",["+sc+"]" + newline);
}
else
{
sb_Select.Append(","+aT.ToUpper() + "(["+sc+"]) AS ["+sc+"]" + newline);
}
}
i++;
}
sql = sb_Select + sb_From + sb_GroupBy;
p.Query = sql;
}
}
}