Public/Find-Subset.ps1
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function Find-Subset { [cmdletbinding()] [outputtype([pscustomobject])] param ( [Parameter(Mandatory = $false)] [bool]$Interactive = $false, [Parameter(Mandatory = $false)] [int]$Iteration = -1, [Parameter(Mandatory = $false)] [int]$MaxBatchSize = -1, [Parameter(Mandatory = $true)] [string]$SessionId, [Parameter(Mandatory = $true)] [string]$Database, [Parameter(Mandatory = $false)] [TableInfo2[]]$IgnoredTables, [Parameter(Mandatory = $true)] [DatabaseInfo]$DatabaseInfo, [Parameter(Mandatory = $false)] [ColorMap]$ColorMap = $null, [Parameter(Mandatory = $false)] [bool]$FullSearch = $false, [Parameter(Mandatory = $false)] [bool]$UseDfs = $false, [Parameter(Mandatory = $true)] [SqlConnectionInfo]$ConnectionInfo ) $outgoingCache = New-Object "System.Collections.Generic.Dictionary[[string], [string]]" $incomingCache = New-Object "System.Collections.Generic.Dictionary[[string], [string]]" function GetIncomingNewColor { param ( [TableFk]$fk, [int]$color, [ColorMap]$colorMap ) $newColor = $color if ($color -eq [int][Color]::Green) { if ($FullSearch -ne $true) { $newColor = [int][Color]::Yellow } } if ($color -eq [int][Color]::Purple) { $newColor = [int][Color]::Red } if ($null -ne $colorMap) { $items = $colorMap.Items | Where-Object { ($_.SchemaName -eq $fk.FkSchema) -and ($_.TableName -eq $fk.FkTable) } $items = $items | Where-Object { ($null -eq $_.Condition) -or ($_.Condition.FkName -eq $fk.Name) -or ((($_.Condition.SourceSchemaName -eq $fk.Schema) -or ("" -eq $_.Condition.SourceSchemaName)) -and (($_.Condition.SourceTableName -eq $fk.Table) -or ("" -eq $_.Condition.SourceTableName))) } if (($null -ne $items) -and ($null -ne $items.ForcedColor)) { $newColor = [int]$items.ForcedColor.Color } } return $newColor } function GetMaxDepth { param ( [TableFk]$fk, [int]$color, [ColorMap]$colorMap ) $maxDepth = $null if ($null -ne $colorMap) { $items = $colorMap.Items | Where-Object { ($_.SchemaName -eq $fk.FkSchema) -and ($_.TableName -eq $fk.FkTable) } $items = $items | Where-Object { ($null -eq $_.Condition) -or ($_.Condition.FkName -eq $fk.Name) -or ((($_.Condition.SourceSchemaName -eq $fk.Schema) -or ("" -eq $_.Condition.SourceSchemaName)) -and (($_.Condition.SourceTableName -eq $fk.Table) -or ("" -eq $_.Condition.SourceTableName))) } if (($null -ne $items) -and ($null -ne $items.Condition) -and ($items.Condition.MaxDepth -ne -1)) { $maxDepth = [int]$items.Condition.MaxDepth } } return $maxDepth } function GetTop { param ( [TableFk]$fk, [int]$color, [ColorMap]$colorMap ) $top = $null if ($null -ne $colorMap) { $items = $colorMap.Items | Where-Object { ($_.SchemaName -eq $fk.FkSchema) -and ($_.TableName -eq $fk.FkTable) } $items = $items | Where-Object { ($null -eq $_.Condition) -or ($_.Condition.FkName -eq $fk.Name) -or ((($_.Condition.SourceSchemaName -eq $fk.Schema) -or ("" -eq $_.Condition.SourceSchemaName)) -and (($_.Condition.SourceTableName -eq $fk.Table) -or ("" -eq $_.Condition.SourceTableName))) } if (($null -ne $items) -and ($null -ne $items.Condition) -and ($items.Condition.Top -ne -1)) { $top = [int]$items.Condition.Top } } return $top } function GetOutgoingColor { param ( [TableFk]$fk, [int]$color, [ColorMap]$colorMap ) if ($color -eq [int][Color]::Green) { $newColor = [int][Color]::Green } else { $newColor = [int][Color]::Red } if ($null -ne $colorMap) { $items = $colorMap.Items | Where-Object { ($_.SchemaName -eq $fk.Schema) -and ($_.TableName -eq $fk.Table) } $items = $items | Where-Object { ($null -eq $_.Condition) -or ((($_.Condition.SourceSchemaName -eq $fk.FkSchema) -or ("" -eq $_.Condition.SourceSchemaName)) -and (($_.Condition.SourceTableName -eq $fk.FkTable) -or ("" -eq $_.Condition.SourceTableName))) } if (($null -ne $items) -and ($null -ne $items.ForcedColor)) { $newColor = [int]$items.ForcedColor.Color } } return $newColor } function CreateOutgoingQueryPattern { param ( [TableInfo]$table, [int]$color, [ColorMap]$colorMap ) $result = "" $primaryKey = $table.PrimaryKey $tableId = $tablesGroupedByName[$table.SchemaName + ", " + $table.TableName].Id $cond = "" for ($i = 0; $i -lt $table.PrimaryKey.Count; $i++) { if ($i -gt 0) { $cond += " and " } $cond = $cond + "(p.Key" + $i + " = s.Key" + $i + ")" } if ($table.ForeignKeys.Count -eq 0) { return $result } foreach ($fk in $table.ForeignKeys) { if ([TableInfo2]::IsIgnored($fk.Schema, $fk.Table, $ignoredTables) -eq $true) { continue } $newColor = GetOutgoingColor -color $color -fk $fk -colorMap $colorMap $baseTable = $DatabaseInfo.Tables | Where-Object { ($_.SchemaName -eq $fk.Schema) -and ($_.TableName -eq $fk.Table) } $baseTableId = $tablesGroupedByName[$fk.Schema + ", " + $fk.Table].Id $baseSignature = $structure.Tables[$baseTable] $baseProcessing = $structure.GetProcessingName($baseSignature, $SessionId) #where $columns = "" $i = 0 foreach ($fkColumn in $fk.FkColumns) { if ($i -gt 0) { $columns += " and " } $columns = $columns + " f." + $fkColumn.Name + " = p.Key" + $i $i += 1 } $where = " WHERE " + $fk.FkColumns[0].Name + " IS NOT NULL AND NOT EXISTS(SELECT * FROM $baseProcessing p WHERE p.[Color] = $newColor AND $columns)" # from $join = " INNER JOIN $processing s ON " $i = 0 foreach ($primaryKeyColumn in $primaryKey) { if ($i -gt 0) { $join += " AND " } $join += " s.Key" + $i + " = f." + $primaryKeyColumn.Name $i += 1 } $join += " AND s.Iteration IN (SELECT FoundIteration FROM SqlSizer.Operations o WHERE o.Status = 0 AND o.[SessionId] = '$SessionId') " $from = " FROM " + $table.SchemaName + "." + $table.TableName + " f " + $join # select $columns = "" $i = 0 foreach ($fkColumn in $fk.FkColumns) { if ($columns -ne "") { $columns += "," } $columns = $columns + (Get-ColumnValue -ColumnName $fkColumn.Name -Prefix "f." -DataType $fkColumn.dataType) + " as val$i " $i += 1 } $select = "SELECT DISTINCT " + $columns + ", s.Depth" $sql = $select + $from + $where $columns = "" for ($i = 0; $i -lt $fk.FkColumns.Count; $i = $i + 1) { $columns = $columns + "x.val" + $i + "," } $fkId = $fkGroupedByName[$fk.FkSchema + ", " + $fk.FkTable + ", " + $fk.Name].Id $insert = " SELECT $columns " + $newColor + " as Color, $tableId as TableId, x.Depth + 1 as Depth, $fkId as FkId, ##iteration## as Iteration INTO #tmp2 FROM (" + $sql + ") x " $insert += " INSERT INTO $baseProcessing SELECT * FROM #tmp2 " $insert += " INSERT INTO SqlSizer.Operations SELECT $baseTableId, $newColor, t.[Count], NULL, $tableId, t.Depth, GETDATE(), NULL, '$SessionId', ##iteration##, NULL FROM (SELECT Depth, COUNT(*) as [Count] FROM #tmp2 GROUP BY Depth) t " $insert += " DROP TABLE #tmp2" if ($ConnectionInfo.IsSynapse -eq $false) { $insert += " GO " } $result += $insert } return $result } function HandleOutgoing { param ( [TableInfo]$table, [int]$color, [bool]$useDfs = $false, [ColorMap]$colorMap, [int]$iteration ) $key = "$($table.SchemaName)_$($table.TableName)_$($color)" if ($outgoingCache.ContainsKey($key)) { $query = $outgoingCache[$key] } else { $query = CreateOutgoingQueryPattern -table $table -color $color -useDfs $useDfs -colorMap $colorMap -iteration $iteration $outgoingCache[$key] = $query } if ($query -ne "") { $query = $query.Replace("##iteration##", $iteration) $null = Invoke-SqlcmdEx -Sql $query -Database $Database -ConnectionInfo $ConnectionInfo } } function CreateIncomingQueryPattern { param ( [TableInfo]$table, [int]$color, [bool]$useDfs = $false, [ColorMap]$colorMap ) $result = "" $tableId = $tablesGroupedByName[$table.SchemaName + ", " + $table.TableName].Id foreach ($referencedByTable in $table.IsReferencedBy) { $fks = $referencedByTable.ForeignKeys | Where-Object { ($_.Schema -eq $table.SchemaName) -and ($_.Table -eq $table.TableName) } foreach ($fk in $fks) { if ([TableInfo2]::IsIgnored($fk.FkSchema, $fk.FkTable, $ignoredTables) -eq $true) { continue } $newColor = GetIncomingNewColor -color $color -fk $fk -colorMap $colorMap $maxDepth = GetMaxDepth -color $color -fk $fk -colorMap $colorMap $top = GetTop -color $color -fk $fk -colorMap $colorMap $fkTable = $DatabaseInfo.Tables | Where-Object { ($_.SchemaName -eq $fk.FkSchema) -and ($_.TableName -eq $fk.FkTable) } $fkTableId = $tablesGroupedByName[$fk.FkSchema + ", " + $fk.FkTable].Id $fkSignature = $structure.Tables[$fkTable] $fkProcessing = $structure.GetProcessingName($fkSignature, $SessionId) $primaryKey = $referencedByTable.PrimaryKey $fkId = $fkGroupedByName[$fk.FkSchema + ", " + $fk.FkTable + ", " + $fk.Name].Id if (($null -eq $primaryKey) -or ($primaryKey.Count -eq 0)) { continue } #where $columns = "" $i = 0 foreach ($pk in $primaryKey) { if ($i -gt 0) { $columns += " and " } $columns = $columns + " f.$($pk.Name) = p.Key$i " $i += 1 } $where = " WHERE " + $fk.FkColumns[0].Name + " IS NOT NULL AND NOT EXISTS(SELECT * FROM $fkProcessing p WHERE p.[Color] = $newColor AND $columns)" if ($null -ne $maxDepth) { $where += " AND s.Depth <= $maxDepth" } # prevent go-back if this is not full search if ($FullSearch -eq $false) { $where += " AND ((s.Fk <> $($fkId)) OR (s.Fk IS NULL))" } # from $join = " INNER JOIN $processing s ON " $i = 0 foreach ($fkColumn in $fk.FkColumns) { if ($i -gt 0) { $join += " AND " } $join += " s.Key$i = f.$($fkColumn.Name)" $i += 1 } $join += " AND s.Iteration IN (SELECT FoundIteration FROM SqlSizer.Operations o WHERE o.Status = 0 AND o.[SessionId] = '$SessionId') " $from = " FROM " + $referencedByTable.SchemaName + "." + $referencedByTable.TableName + " f " + $join # select $columns = "" $i = 0 foreach ($primaryKeyColumn in $primaryKey) { if ($columns -ne "") { $columns += ", " } $columns += (Get-ColumnValue -ColumnName $primaryKeyColumn.Name -Prefix "f." -dataType $primaryKeyColumn.dataType) + " as val$i " $i += 1 } $topPhrase = " " if ($MaxBatchSize -ne -1) { $top = $MaxBatchSize } if (($null -ne $top) -and ($top -ne -1)) { $topPhrase = " TOP $($top) " } $select = "SELECT DISTINCT " + $topPhrase + $columns + ", s.Depth" $sql = $select + $from + $where $columns = "" for ($i = 0; $i -lt $primaryKey.Count; $i = $i + 1) { $columns = $columns + "x.val" + $i + "," } $insert = " SELECT $columns " + $newColor + " as Color, $tableId as TableId, x.Depth + 1 as Depth, $fkId as FkId, ##iteration## as Iteration INTO #tmp FROM (" + $sql + ") x " $insert += " INSERT INTO $fkProcessing SELECT * FROM #tmp " if ($MaxBatchSize -ne -1) { # reset operation if there is a data and max size is set $insert += "IF ((SELECT COUNT(*) FROM #tmp) <> 0) BEGIN UPDATE SqlSizer.Operations SET [Status] = NULL WHERE [SessionId] = '$SessionId' AND [Status] = 0 END" } $insert += " INSERT INTO SqlSizer.Operations SELECT $fkTableId, $newColor, t.[Count], NULL, $tableId, t.Depth, GETDATE(), NULL, '$SessionId', ##iteration##, NULL FROM (SELECT Depth, COUNT(*) as [Count] FROM #tmp GROUP BY Depth) t " $insert += " DROP TABLE #tmp " if ($ConnectionInfo.IsSynapse -eq $false) { $insert += " GO " } $result += $insert } } return $result } function HandleIncoming { param ( [TableInfo]$table, [int]$color, [bool]$useDfs = $false, [ColorMap]$colorMap, [int]$iteration ) $key = "$($table.SchemaName)_$($table.TableName)_$($color)" if ($incomingCache.ContainsKey($key)) { $query = $incomingCache[$key] } else { $query = CreateIncomingQueryPattern -table $table -color $color -useDfs $useDfs -colorMap $colorMap $incomingCache[$key] = $query } if ($query -ne "") { $query = $query.Replace("##iteration##", $iteration) $null = Invoke-SqlcmdEx -Sql $query -Database $Database -ConnectionInfo $ConnectionInfo } } function CreateSplitQuery { param ( [TableInfo]$table, [int]$color, [int]$depth, [int]$iteration ) $result = "" $tableId = $tablesGroupedByName[$table.SchemaName + ", " + $table.TableName].Id $cond = "" for ($i = 0; $i -lt $table.PrimaryKey.Count; $i++) { if ($i -gt 0) { $cond += " and " } $cond = $cond + "(p.Key$i = s.Key$i )" } $columns = "" for ($i = 0; $i -lt $table.PrimaryKey.Count; $i++) { $columns = $columns + "s.Key$i," } # red $where = " WHERE NOT EXISTS(SELECT * FROM $processing p WHERE p.[Color] = " + [int][Color]::Red + " and " + $cond + ")" $where += " AND s.Iteration IN (SELECT FoundIteration FROM SqlSizer.Operations o WHERE o.Status = 0 AND o.[SessionId] = '$SessionId') " $q = " SELECT $columns " + [int][Color]::Red + " as Color, s.Source, s.Depth, s.Fk, $iteration as Iteration INTO #tmp1 FROM $processing s" + $where $q += " INSERT INTO $processing SELECT * FROM #tmp1 " $q += " INSERT INTO SqlSizer.Operations SELECT $tableId, $([int][Color]::Red), t.[Count], NULL, t.Source, t.Depth, GETDATE(), NULL, '$SessionId', $iteration, NULL FROM (SELECT Source, Depth, COUNT(*) as [Count] FROM #tmp1 GROUP BY Source, Depth) t " $result += $q # green $where = " WHERE NOT EXISTS(SELECT * FROM $processing p WHERE p.[Color] = " + [int][Color]::Green + " and " + $cond + ")" $where += " AND s.Iteration IN (SELECT FoundIteration FROM SqlSizer.Operations o WHERE o.Status = 0 AND o.[SessionId] = '$SessionId') " $q = " SELECT $columns " + [int][Color]::Green + " as Color, s.Source, s.Depth, s.Fk, $iteration as Iteration INTO #tmp2 FROM $processing s" + $where $q += " INSERT INTO $processing SELECT * FROM #tmp2 " $q += " INSERT INTO SqlSizer.Operations SELECT $tableId, $([int][Color]::Green), t.[Count], NULL, t.Source, t.Depth, GETDATE(), NULL, '$SessionId', $iteration, NULL FROM (SELECT Source, Depth, COUNT(*) as [Count] FROM #tmp2 GROUP BY Source, Depth) t " $result += $q $result += "DROP TABLE #tmp1 DROP TABLE #tmp2" if ($ConnectionInfo.IsSynapse -eq $false) { $result += " GO " } return $result } function Split { param ( [TableInfo]$table, [int]$color, [int]$depth, [bool]$useDfs, [int]$iteration ) $query = CreateSplitQuery -table $table -color $color -depth $depth -iteration $iteration $null = Invoke-SqlcmdEx -Sql $query -Database $Database -ConnectionInfo $ConnectionInfo } function ShouldAddOutgoing { param ( [int]$color ) return ($color -eq [int][Color]::Red) -or (($FullSearch -eq $true) -and ($color -eq [int][Color]::Green)) -or ($color -eq [int][Color]::Purple) } function ShouldAddIncoming { param ( [int]$color ) return ($color -eq [int][Color]::Green) -or ($color -eq [int][Color]::Purple) -or ($color -eq [int][Color]::Blue) } function DoSearch() { param ( [bool]$useDfs = $false, [int]$iteration ) $interval = 5 $percent = 0 # Progress handling $totalSeconds = (New-TimeSpan -Start $start -End (Get-Date)).TotalSeconds if ($totalSeconds -gt ($lastTotalSeconds + $interval)) { $lastTotalSeconds = $totalSeconds $progress = Get-SubsetProgress -Database $Database -ConnectionInfo $ConnectionInfo $percent = (100 * ($progress.Processed / ($progress.Processed + $progress.ToProcess))) Write-Progress -Activity "Finding subset" -PercentComplete $percent } if ($false -eq $useDfs) { $q = "SELECT TOP 1 [Table], [Depth], [Color], SUM([ToProcess]) as [ToProcess] FROM [SqlSizer].[Operations] WHERE [Status] IS NULL AND [SessionId] = '$SessionId' GROUP BY [Table], [Depth], [Color] ORDER BY [Depth] ASC, [ToProcess] DESC" } else { $q = "SELECT TOP 1 [Table], [Color], SUM([ToProcess]) as [ToProcess] FROM [SqlSizer].[Operations] WHERE [Status] IS NULL AND [SessionId] = '$SessionId' GROUP BY [Table], [Color] ORDER BY [ToProcess] DESC" } $operation = Invoke-SqlcmdEx -Sql $q -Database $Database -ConnectionInfo $ConnectionInfo if ($null -eq $operation) { Write-Progress -Activity "Finding subset" -Completed return $false } # load node info $tableId = $operation.Table $color = $operation.Color $depth = $operation.Depth $tableData = $tablesGroupedById["$($tableId)"] $table = $DatabaseInfo.Tables | Where-Object { ($_.SchemaName -eq $tableData.SchemaName) -and ($_.TableName -eq $tableData.TableName) } Write-Progress -Activity "Finding subset" -CurrentOperation "$($table.SchemaName).$($table.TableName) table is being processed with color $([Color]$color)" -PercentComplete $percent $signature = $structure.Tables[$table] $processing = $structure.GetProcessingName($signature, $SessionId) if ($MaxBatchSize -eq -1) { # mark operations as in progress => Status = 0 if ($false -eq $useDfs) { $q = "UPDATE SqlSizer.Operations SET Status = 0, ProcessedIteration = $iteration WHERE [Table] = $tableId AND Status IS NULL AND [Color] = $color AND [Depth] = $depth AND [SessionId] = '$SessionId'" $null = Invoke-SqlcmdEx -Sql $q -Database $Database -ConnectionInfo $ConnectionInfo } else { $q = "UPDATE SqlSizer.Operations SET Status = 0, ProcessedIteration = $iteration WHERE [Table] = $tableId AND Status IS NULL AND [Color] = $color AND [SessionId] = '$SessionId'" $null = Invoke-SqlcmdEx -Sql $q -Database $Database -ConnectionInfo $ConnectionInfo } } else { # mark only first operation as in progress => Status = 0 (heuristic) if ($false -eq $useDfs) { $q = "UPDATE TOP (1) SqlSizer.Operations SET Status = 0, ProcessedIteration = $iteration WHERE [Table] = $tableId AND Status IS NULL AND [Color] = $color AND [Depth] = $depth AND [SessionId] = '$SessionId'" $null = Invoke-SqlcmdEx -Sql $q -Database $Database -ConnectionInfo $ConnectionInfo } else { $q = "UPDATE TOP(1) SqlSizer.Operations SET Status = 0, ProcessedIteration = $iteration WHERE [Table] = $tableId AND Status IS NULL AND [Color] = $color AND [SessionId] = '$SessionId'" $null = Invoke-SqlcmdEx -Sql $q -Database $Database -ConnectionInfo $ConnectionInfo } } $keys = "" for ($i = 0; $i -lt $table.PrimaryKey.Count; $i++) { $keys = $keys + "Key" + $i + "," } $addOutgoing = ShouldAddOutgoing -color $color if ($true -eq $addOutgoing) { HandleOutgoing -table $table -color $color -useDfs $useDfs -colorMap $ColorMap -iteration $iteration } $addIncoming = ShouldAddIncoming -color $color if ($true -eq $addIncoming) { HandleIncoming -table $table -color $color -useDfs $useDfs -colorMap $ColorMap -iteration $iteration } # Yellow -> Split into Red and Green if ($color -eq [int][Color]::Yellow) { Split -table $table -useDfs $useDfs -iteration $iteration } # mark operations as processed $q = "UPDATE SqlSizer.Operations SET Status = 1, ProcessedDate = GETDATE() WHERE Status = 0 AND [SessionId] = '$SessionId'" $null = Invoke-SqlcmdEx -Sql $q -Database $Database -ConnectionInfo $ConnectionInfo return $true } # get meta data $structure = [Structure]::new($DatabaseInfo) $sqlSizerInfo = Get-SqlSizerInfo -Database $Database -ConnectionInfo $ConnectionInfo $tablesGroupedById = $sqlSizerInfo.Tables | Group-Object -Property Id -AsHashTable -AsString $tablesGroupedByName = $sqlSizerInfo.Tables | Group-Object -Property SchemaName, TableName -AsHashTable -AsString $fkGroupedByName = $sqlSizerInfo.ForeignKeys | Group-Object -Property FkSchemaName, FkTableName, Name -AsHashTable -AsString if ($false -eq $Interactive) { $null = Initialize-OperationsTable -SessionId $SessionId -Database $Database -ConnectionInfo $ConnectionInfo -DatabaseInfo $DatabaseInfo $start = Get-Date $iteration = 1 do { $result = DoSearch -useDfs $UseDfs -iteration $iteration $iteration = $iteration + 1 } while ($result -eq $true) return [pscustomobject]@{ Finished = $true Initialized = $true CompletedIterations = $iteration } } else { if ($Iteration -eq 0) { $null = Initialize-OperationsTable -SessionId $SessionId -Database $Database -ConnectionInfo $ConnectionInfo -DatabaseInfo $DatabaseInfo return [pscustomobject]@{ Finished = $false Initialized = $true CompletedIterations = 1 } } else { $start = Get-Date $result = DoSearch -useDfs $UseDfs -iteration $Iteration return [pscustomobject]@{ Finished = $result -eq $false Initialized = $true CompletedIterations = $Iteration } } } } # SIG # Begin signature block # MIIoigYJKoZIhvcNAQcCoIIoezCCKHcCAQExDzANBglghkgBZQMEAgEFADB5Bgor # BgEEAYI3AgEEoGswaTA0BgorBgEEAYI3AgEeMCYCAwEAAAQQH8w7YFlLCE63JNLG # KX7zUQIBAAIBAAIBAAIBAAIBADAxMA0GCWCGSAFlAwQCAQUABCB6AidW68U3PUDy # NJBG97QOzARQqxU0mXPt8J0rU00lxqCCIL4wggXJMIIEsaADAgECAhAbtY8lKt8j # AEkoya49fu0nMA0GCSqGSIb3DQEBDAUAMH4xCzAJBgNVBAYTAlBMMSIwIAYDVQQK # ExlVbml6ZXRvIFRlY2hub2xvZ2llcyBTLkEuMScwJQYDVQQLEx5DZXJ0dW0gQ2Vy # dGlmaWNhdGlvbiBBdXRob3JpdHkxIjAgBgNVBAMTGUNlcnR1bSBUcnVzdGVkIE5l # dHdvcmsgQ0EwHhcNMjEwNTMxMDY0MzA2WhcNMjkwOTE3MDY0MzA2WjCBgDELMAkG # 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