EDIT - To be clear I will put the goal sentence at the top. The test and my question is whether there is a way to get the same performance as a temp table without using a temp table.
I feel this should be an easy question but I am stuck. I am experimenting with FileTables in SQL2014. I know of a few alternatives that would work well but the goal is to establish feasibility of extracting substrings of text from a filetable.
This test has 35,000 text files with one line of text as follows with each file having an average of 100 bytes of non-unicode text.
Aaa|Bbb|Ccc|Ddd|Eee|Fff|Ggg
The desired output is one row for each file and the delimited string to be split into seven columns.
I have found a quick string parser function, but running on the filestream has a significant performance impact compared to a varchar column.
This query takes 18 seconds to run. I am trying to have the conversion from filestream to varchar execute only once but I think calling the UDF may be causing it to happen for every row(file).
Create View vAddresses As
Select file_type, Convert(Varchar(8000),file_stream) TextData /* Into #Temp */ From InputFiles Where file_type = 'adr'
Go
Select --TextData,
dbo.udf_StringSplit(TextData, 1, '|'), dbo.udf_StringSplit(TextData, 2, '|'), dbo.udf_StringSplit(TextData, 3, '|'),
dbo.udf_StringSplit(TextData, 4, '|'), dbo.udf_StringSplit(TextData, 5, '|'), dbo.udf_StringSplit(TextData, 6, '|'),
dbo.udf_StringSplit(TextData, 7, '|')--, TextData
From vAddresses
I have tried it as a view, a cte and a subquery. The only thing that seems to help is creating a temp table. Creating the temp table takes 1 second and the query takes one second. So for 35k rows 2 seconds total query time vs. 18 seconds.
Drop Table #Temp
(Select file_type, Convert(Varchar(8000),file_stream) TextData Into #Temp From HumanaInputFiles Where file_type = 'adr')
Select --TextData,
dbo.udf_StringSplit(TextData, 1, '|'), dbo.udf_StringSplit(TextData, 2, '|'), dbo.udf_StringSplit(TextData, 3, '|'),
dbo.udf_StringSplit(TextData, 4, '|'), dbo.udf_StringSplit(TextData, 5, '|'), dbo.udf_StringSplit(TextData, 6, '|'),
dbo.udf_StringSplit(TextData, 7, '|')--, TextData
From #Temp
I have read many posts and blogs on both the topics of filetables and temp table vs single query performance but I cant seem to figure it out. It might have something to do with sargable or statistics? Any advice is much appreciated.
Here is the UDF, I found it on an MSDN blog / forum and is the best performer I have found so far.
ALTER FUNCTION [dbo].[udf_StringSplit](
@TEXT varchar(8000)
,@COLUMN tinyint
,@SEPARATOR char(1)
)RETURNS varchar(8000)
AS
BEGIN
DECLARE @POS_START int = 1
DECLARE @POS_END int = CHARINDEX(@SEPARATOR, @TEXT, @POS_START)
WHILE (@COLUMN >1 AND @POS_END> 0)
BEGIN
SET @POS_START = @POS_END + 1
SET @POS_END = CHARINDEX(@SEPARATOR, @TEXT, @POS_START)
SET @COLUMN = @COLUMN - 1
END
IF @COLUMN > 1 SET @POS_START = LEN(@TEXT) + 1
IF @POS_END = 0 SET @POS_END = LEN(@TEXT) + 1
RETURN SUBSTRING (@TEXT, @POS_START, @POS_END - @POS_START)
END
This is the execution plan for the temp table.
<?xml version="1.0" encoding="utf-16"?>
<ShowPlanXML xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xsd="http://www.w3.org/2001/XMLSchema" Version="1.2" Build="12.0.4100.1" xmlns="http://schemas.microsoft.com/sqlserver/2004/07/showplan">
<BatchSequence>
<Batch>
<Statements>
<StmtSimple StatementCompId="1" StatementEstRows="17486" StatementId="1" StatementOptmLevel="TRIVIAL" CardinalityEstimationModelVersion="120" StatementSubTreeCost="0.166487" StatementText="Select --TextData,
 dbo.udf_StringSplit(TextData, 1, '|'), dbo.udf_StringSplit(TextData, 2, '|'), dbo.udf_StringSplit(TextData, 3, '|'),
 dbo.udf_StringSplit(TextData, 4, '|'), dbo.udf_StringSplit(TextData, 5, '|'), dbo.udf_StringSplit(TextData, 6, '|'),
 dbo.udf_StringSplit(TextData, 7, '|')--, TextData
 From #Temp" StatementType="SELECT" QueryHash="0xC4D6F0215D332F3D" QueryPlanHash="0xC50CFAF9494B5DBE" RetrievedFromCache="true">
<StatementSetOptions ANSI_NULLS="true" ANSI_PADDING="true" ANSI_WARNINGS="true" ARITHABORT="true" CONCAT_NULL_YIELDS_NULL="true" NUMERIC_ROUNDABORT="false" QUOTED_IDENTIFIER="true" />
<QueryPlan DegreeOfParallelism="0" NonParallelPlanReason="CouldNotGenerateValidParallelPlan" CachedPlanSize="24" CompileTime="1" CompileCPU="1" CompileMemory="168">
<MemoryGrantInfo SerialRequiredMemory="0" SerialDesiredMemory="0" />
<OptimizerHardwareDependentProperties EstimatedAvailableMemoryGrant="838735" EstimatedPagesCached="419367" EstimatedAvailableDegreeOfParallelism="4" />
<RelOp AvgRowSize="28023" EstimateCPU="0.0017486" EstimateIO="0" EstimateRebinds="0" EstimateRewinds="0" EstimatedExecutionMode="Row" EstimateRows="17486" LogicalOp="Compute Scalar" NodeId="0" Parallel="false" PhysicalOp="Compute Scalar" EstimatedTotalSubtreeCost="0.166487">
<OutputList>
<ColumnReference Column="Expr1003" />
<ColumnReference Column="Expr1004" />
<ColumnReference Column="Expr1005" />
<ColumnReference Column="Expr1006" />
<ColumnReference Column="Expr1007" />
<ColumnReference Column="Expr1008" />
<ColumnReference Column="Expr1009" />
</OutputList>
<RunTimeInformation>
<RunTimeCountersPerThread Thread="0" ActualRows="17486" ActualEndOfScans="1" ActualExecutions="1" />
</RunTimeInformation>
<ComputeScalar>
<DefinedValues>
<DefinedValue>
<ColumnReference Column="Expr1003" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(1),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(1)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1004" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(2),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(2)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1005" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(3),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(3)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1006" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(4),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(4)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1007" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(5),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(5)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1008" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(6),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(6)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1009" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([tempdb].[dbo].[#Temp].[TextData],(7),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(7)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
</DefinedValues>
<RelOp AvgRowSize="4011" EstimateCPU="0.0193131" EstimateIO="0.145426" EstimateRebinds="0" EstimateRewinds="0" EstimatedExecutionMode="Row" EstimateRows="17486" LogicalOp="Table Scan" NodeId="1" Parallel="false" PhysicalOp="Table Scan" EstimatedTotalSubtreeCost="0.164739" TableCardinality="17486">
<OutputList>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</OutputList>
<RunTimeInformation>
<RunTimeCountersPerThread Thread="0" ActualRows="17486" ActualEndOfScans="1" ActualExecutions="1" />
</RunTimeInformation>
<TableScan Ordered="false" ForcedIndex="false" ForceScan="false" NoExpandHint="false" Storage="RowStore">
<DefinedValues>
<DefinedValue>
<ColumnReference Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" Column="TextData" />
</DefinedValue>
</DefinedValues>
<Object Database="[tempdb]" Schema="[dbo]" Table="[#Temp]" IndexKind="Heap" Storage="RowStore" />
</TableScan>
</RelOp>
</ComputeScalar>
</RelOp>
</QueryPlan>
</StmtSimple>
</Statements>
</Batch>
</BatchSequence>
</ShowPlanXML>
This is the plan for the view.
<?xml version="1.0" encoding="utf-16"?>
<ShowPlanXML xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xsd="http://www.w3.org/2001/XMLSchema" Version="1.2" Build="12.0.4100.1" xmlns="http://schemas.microsoft.com/sqlserver/2004/07/showplan">
<BatchSequence>
<Batch>
<Statements>
<StmtSimple StatementCompId="1" StatementEstRows="17486" StatementId="1" StatementOptmLevel="FULL" StatementOptmEarlyAbortReason="GoodEnoughPlanFound" CardinalityEstimationModelVersion="120" StatementSubTreeCost="0.905265" StatementText="Select --TextData,
 dbo.udf_StringSplit(TextData, 1, '|'), dbo.udf_StringSplit(TextData, 2, '|'), dbo.udf_StringSplit(TextData, 3, '|'),
 dbo.udf_StringSplit(TextData, 4, '|'), dbo.udf_StringSplit(TextData, 5, '|'), dbo.udf_StringSplit(TextData, 6, '|'),
 dbo.udf_StringSplit(TextData, 7, '|')--, TextData
 From vAddresses" StatementType="SELECT" QueryHash="0xB4F8A0B288802C4E" QueryPlanHash="0x28DA02D774B1AF53" RetrievedFromCache="true">
<StatementSetOptions ANSI_NULLS="true" ANSI_PADDING="true" ANSI_WARNINGS="true" ARITHABORT="true" CONCAT_NULL_YIELDS_NULL="true" NUMERIC_ROUNDABORT="false" QUOTED_IDENTIFIER="true" />
<QueryPlan DegreeOfParallelism="0" NonParallelPlanReason="CouldNotGenerateValidParallelPlan" CachedPlanSize="32" CompileTime="3" CompileCPU="3" CompileMemory="520">
<Warnings>
<PlanAffectingConvert ConvertIssue="Cardinality Estimate" Expression="CONVERT(varchar(8000),[DmProd01].[dbo].[HumanaInputFiles].[file_stream],0)" />
</Warnings>
<MemoryGrantInfo SerialRequiredMemory="0" SerialDesiredMemory="0" />
<OptimizerHardwareDependentProperties EstimatedAvailableMemoryGrant="838735" EstimatedPagesCached="419367" EstimatedAvailableDegreeOfParallelism="4" />
<RelOp AvgRowSize="28023" EstimateCPU="0.0017486" EstimateIO="0" EstimateRebinds="0" EstimateRewinds="0" EstimatedExecutionMode="Row" EstimateRows="17486" LogicalOp="Compute Scalar" NodeId="0" Parallel="false" PhysicalOp="Compute Scalar" EstimatedTotalSubtreeCost="0.905265">
<OutputList>
<ColumnReference Column="Expr1004" />
<ColumnReference Column="Expr1005" />
<ColumnReference Column="Expr1006" />
<ColumnReference Column="Expr1007" />
<ColumnReference Column="Expr1008" />
<ColumnReference Column="Expr1009" />
<ColumnReference Column="Expr1010" />
</OutputList>
<RunTimeInformation>
<RunTimeCountersPerThread Thread="0" ActualRows="17486" ActualEndOfScans="1" ActualExecutions="1" />
</RunTimeInformation>
<ComputeScalar>
<DefinedValues>
<DefinedValue>
<ColumnReference Column="Expr1004" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(1),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(1)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1005" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(2),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(2)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1006" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(3),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(3)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1007" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(4),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(4)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1008" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(5),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(5)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1009" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(6),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(6)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
<DefinedValue>
<ColumnReference Column="Expr1010" />
<ScalarOperator ScalarString="[DmProd01].[dbo].[udf_StringSplit]([Expr1011],(7),'|')">
<UserDefinedFunction FunctionName="[DmProd01].[dbo].[udf_StringSplit]">
<ScalarOperator>
<Identifier>
<ColumnReference Column="Expr1011" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="(7)" />
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="'|'" />
</ScalarOperator>
</UserDefinedFunction>
</ScalarOperator>
</DefinedValue>
</DefinedValues>
<RelOp AvgRowSize="4019" EstimateCPU="0.0034972" EstimateIO="0" EstimateRebinds="0" EstimateRewinds="0" EstimatedExecutionMode="Row" EstimateRows="17486" LogicalOp="Compute Scalar" NodeId="1" Parallel="false" PhysicalOp="Compute Scalar" EstimatedTotalSubtreeCost="0.88673">
<OutputList>
<ColumnReference Column="Expr1011" />
</OutputList>
<ComputeScalar>
<DefinedValues>
<DefinedValue>
<ColumnReference Column="Expr1011" />
<ScalarOperator ScalarString="CONVERT(varchar(8000),[DmProd01].[dbo].[HumanaInputFiles].[file_stream],0)">
<Convert DataType="varchar" Length="8000" Style="0" Implicit="false">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[DmProd01]" Schema="[dbo]" Table="[HumanaInputFiles]" Column="file_stream" />
</Identifier>
</ScalarOperator>
</Convert>
</ScalarOperator>
</DefinedValue>
</DefinedValues>
<RelOp AvgRowSize="4043" EstimateCPU="0.0386262" EstimateIO="0.844606" EstimateRebinds="0" EstimateRewinds="0" EstimatedExecutionMode="Row" EstimateRows="17486" LogicalOp="Table Scan" NodeId="2" Parallel="false" PhysicalOp="Table Scan" EstimatedTotalSubtreeCost="0.883233" TableCardinality="34972">
<OutputList>
<ColumnReference Database="[DmProd01]" Schema="[dbo]" Table="[HumanaInputFiles]" Column="file_stream" />
</OutputList>
<RunTimeInformation>
<RunTimeCountersPerThread Thread="0" ActualRows="17486" ActualEndOfScans="1" ActualExecutions="1" />
</RunTimeInformation>
<TableScan Ordered="false" ForcedIndex="false" ForceScan="false" NoExpandHint="false" Storage="RowStore">
<DefinedValues>
<DefinedValue>
<ColumnReference Database="[DmProd01]" Schema="[dbo]" Table="[HumanaInputFiles]" Column="file_stream" />
</DefinedValue>
</DefinedValues>
<Object Database="[DmProd01]" Schema="[dbo]" Table="[HumanaInputFiles]" IndexKind="Heap" Storage="RowStore" />
<Predicate>
<ScalarOperator ScalarString="[DmProd01].[dbo].[HumanaInputFiles].[file_type]=N'adr'">
<Compare CompareOp="EQ">
<ScalarOperator>
<Identifier>
<ColumnReference Database="[DmProd01]" Schema="[dbo]" Table="[HumanaInputFiles]" Column="file_type" ComputedColumn="true" />
</Identifier>
</ScalarOperator>
<ScalarOperator>
<Const ConstValue="N'adr'" />
</ScalarOperator>
</Compare>
</ScalarOperator>
</Predicate>
</TableScan>
</RelOp>
</ComputeScalar>
</RelOp>
</ComputeScalar>
</RelOp>
</QueryPlan>
</StmtSimple>
</Statements>
</Batch>
</BatchSequence>
</ShowPlanXML>
EDIT: Searched on this differently and found an answer is to use top and order by. This got it down to 4 seconds. Seems kind of hokey and still dont explain how looking at query plans helps figure this out, so not going to answer this myself, instead leave it open.
TextData AS CONVERT(Varchar(8000),file_stream)
, although that would certainly slow INSERT performance and occupy disk space, it would mean you wouldn't need to convert the data when it was queried, too. – SprattSET STATISTICS TIME, IO ON
? Plus full execution plan for temp table (with SELECT ... INTO ...) part? Do you clear buffers/cache before executing each method? – MaharashtraSTRING_SPLIT
plus unpivoting with XML averaged 1.3 sec with a varchar temp table and 6.4 sec with the FileTable. Simply scanning the FileTable with no conversion or parsing took over 4 seconds longer than the temp table (201ms versions 4300ms) so you'll never approach performance of a relational table. – Gough