author | Dominic Pinkman <dominic.pinkman@nokia.com> |
Fri, 13 Aug 2010 16:47:46 +0100 | |
changeset 14 | 578be2adaf3e |
parent 5 | f345bda72bc4 |
permissions | -rw-r--r-- |
14
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Week 32 contribution of PDK documentation content. See release notes for details. Fixes bug Bug 3582
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1 |
<?xml version="1.0" encoding="utf-8"?> |
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2 |
<!-- Copyright (c) 2007-2010 Nokia Corporation and/or its subsidiary(-ies) All rights reserved. --> |
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3 |
<!-- This component and the accompanying materials are made available under the terms of the License |
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4 |
"Eclipse Public License v1.0" which accompanies this distribution, |
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5 |
and is available at the URL "http://www.eclipse.org/legal/epl-v10.html". --> |
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6 |
<!-- Initial Contributors: |
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Nokia Corporation - initial contribution. |
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8 |
Contributors: |
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9 |
--> |
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<!DOCTYPE concept |
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PUBLIC "-//OASIS//DTD DITA Concept//EN" "concept.dtd"> |
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<concept id="GUID-ACCCB148-DAF9-59EC-B585-8EF632B9BF04" xml:lang="en"><title>SQL Joins</title><shortdesc>This guide explains how to use CROSS JOIN phrases to override the |
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Week 32 contribution of PDK documentation content. See release notes for details. Fixes bug Bug 3582
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optimizer's ordering of tables.</shortdesc><prolog><metadata><keywords/></metadata></prolog><conbody> |
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<section id="GUID-C6BDCE52-468D-459F-980C-A9041B56BDF1"><title>Introduction</title> <p>SQLite uses the “CROSS JOIN” phrase |
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as a means to override the table reordering decisions of the query optimizer. |
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The CROSS JOIN connector is rarely needed and should probably never be used |
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prior to the final performance tuning phase of application development. Even |
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then, SQLite usually gets the order of tables in a join right without any |
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extra help. But on those rare occasions when SQLite gets it wrong, the CROSS |
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JOIN connector is an invaluable way of tweaking the optimizer to do what you |
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want. </p> <p><b>Intended |
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audience:</b> </p> <p>This document is intended to be used by Symbian platform |
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licensees and third party application developers. </p> </section> |
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<section id="GUID-8B5F579E-B94D-527C-9530-367B5B0729C9"><title>Use CROSS JOIN |
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to Force a Particular Join Ordering</title> <p>The SQLite query optimizer |
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will attempt to reorder the tables in a join in order to find the most efficient |
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way to evaluate the join. The optimizer usually does this job well, but occasionally |
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it will make a bad choice. When that happens, it might be necessary to override |
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the optimizer's choice by explicitly specifying the order of tables in the |
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SELECT statement. </p> <p>To illustrate the problem, consider the following |
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schema: </p> <codeblock id="GUID-8B2D4E3C-7231-5D63-B8CD-CD687750CD1E" xml:space="preserve"> |
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CREATE TABLE node( |
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id INTEGER PRIMARY KEY, |
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name TEXT |
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); |
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|
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CREATE INDEX node_idx ON node(name); |
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|
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CREATE TABLE edge( |
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orig INTEGER REFERENCES node, |
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dest INTEGER REFERENCES node, |
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PRIMARY KEY(orig, dest) |
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); |
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|
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CREATE INDEX edge_idx ON edge(dest,orig); |
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</codeblock> <p>This schema defines a directed graph with the ability to store |
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a name on each node of the graph. Similar designs (though usually more complicated) |
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arise frequently in application development. Now consider a three-way join |
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against the above schema: </p> <codeblock id="GUID-61383F86-E84F-58F4-B2B1-81CD25635B88" xml:space="preserve"> |
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SELECT e.* |
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FROM edge AS e, |
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node AS n1, |
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node AS n2 |
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WHERE n1.name = 'alice' |
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AND n2.name = 'bob' |
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AND e.orig = n1.id |
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AND e.dest = n2.id; |
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</codeblock> <p>This query asks for information about all edges that go from |
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nodes labelled “alice” over to nodes labelled “bob”. </p> <p>There are many |
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ways that the optimizer might choose to implement this query, but they all |
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boil down to two basic designs. The first option looks for edges between all |
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pairs of nodes. The following pseudocode illustrates: </p> <codeblock id="GUID-19A9F537-D791-5894-9FA9-E205B3768CF7" xml:space="preserve"> |
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foreach n1 where n1.name='alice' do: |
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foreach n2 where n2.name='bob' do: |
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foreach e where e.orig=n1.id and e.dest=n2.id do: |
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return e.* |
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end |
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end |
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end |
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</codeblock> <p>The second design is to loop over all 'alice' nodes and follow |
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edges off of those nodes looking for nodes named 'bob'. (The roles of 'alice' |
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and 'bob' might be reversed here without changing the fundamental character |
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or the algorithm): </p> <codeblock id="GUID-02A72F7B-D5AB-5306-95F9-9832EF05FB25" xml:space="preserve"> |
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foreach n1 where n1.name='alice' do: |
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foreach e where e.orig=n1.id do: |
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foreach n2 where n2.id=e.dest and n2.name='bob' do: |
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return e.* |
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end |
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end |
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end |
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</codeblock> <p>The first algorithm above corresponds to a join order of n1-n2-e. |
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The second algorithm corresponds to a join order of n1-e-n2. </p> <p>The question |
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the optimizer has to answer is which of these two algorithms is likely to |
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give the fastest result, and it turns out that the answer depends on the nature |
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of the data stored in the database. </p> <p>Let the number of alice nodes |
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be M and the number of bob nodes be N. Consider two scenarios: In the first |
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scenario, M and N are both 2 but there are thousands of edges on each node. |
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In this case, the first algorithm is preferred. With the first algorithm, |
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the inner loop checks for the existence of an edge between a pair of nodes |
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and outputs the result if found. But because there are only 2 alice and bob |
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91 |
nodes each, the inner loop only has to run 4 times and the query is very quick. </p> <p>The |
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second algorithm would take much longer here. The outer loop of the second |
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93 |
algorithm only executes twice, but because there are a large number of edges |
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94 |
leaving each 'alice' node, the middle loop has to iterate many thousands of |
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95 |
times. So in the first scenario, we prefer to use the first algorithm. </p> <p>Now |
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consider the case where M and N are both 3500. But suppose each of these nodes |
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is connected by only one or two edges. In this case, the second algorithm |
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is preferred. </p> <p>With the second algorithm, the outer loop still has |
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99 |
to run 3500 times, but the middle loop only runs once or twice for each outer |
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100 |
loop and the inner loop will only run once for each middle loop, if at all. |
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101 |
So the total number of iterations of the inner loop is around 7000. </p> <p>The |
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102 |
first algorithm, on the other hand, has to run both its outer loop and its |
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103 |
middle loop 3500 times each, resulting in 12 million iterations of the middle |
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104 |
loop. Thus in the second scenario, second algorithm is nearly 2000 times faster |
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105 |
than the first. </p> <p>In this particular example, if you run ANALYZE on |
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106 |
your database to collect statistics on the tables, the optimizer will be able |
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107 |
to figure out the best algorithm to use. But if you do not want to run ANALYZE |
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108 |
or if you do not want to waste database space storing the SQLITE_STAT1 statistics |
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109 |
table that ANALYZE generates, you can manually override the decision of the |
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optimizer by specifying a particular order for tables in a join. You do this |
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111 |
by substituting the keyword phrase “CROSS JOIN” in place of commas in the |
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112 |
FROM clause. </p> <p>The “CROSS JOIN” phrase forces the table to the left |
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to be used before the table to the right. For example, to force the first |
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algorithm, write the query this way: </p> <codeblock id="GUID-E0FE82CE-0D32-535F-A4F7-EF582BFA7AE9" xml:space="preserve"> |
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115 |
SELECT * |
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FROM node AS n1 CROSS JOIN |
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node AS n2 CROSS JOIN |
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118 |
edge AS e |
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WHERE n1.name = 'alice' |
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AND n2.name = 'bob' |
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AND e.orig = n1.id |
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AND e.dest = n2.id; |
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</codeblock> <p>And to force the second algorithm, write the query like this: </p> <codeblock id="GUID-33AD25F2-E58E-5018-BE0C-025FC2116643" xml:space="preserve"> |
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124 |
SELECT * |
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FROM node AS n1 CROSS JOIN |
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edge AS e CROSS JOIN |
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node AS n2 |
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WHERE n1.name = 'alice' |
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AND n2.name = 'bob' |
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AND e.orig = n1.id |
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AND e.dest = n2.id; |
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</codeblock> <p>The CROSS JOIN keyword phrase is perfectly valid SQL syntax |
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133 |
according to the SQL standard, but it is syntax that is rarely if ever used |
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134 |
in real-world SQL statements. Because it is so rarely used otherwise, SQLite |
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has appropriated the phrase as a means to override the table reordering decisions |
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of the query optimizer. </p> <p>The CROSS JOIN connector is rarely needed |
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and should probably never be used prior to the final performance tuning phase |
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138 |
of application development. Even then, SQLite usually gets the order of tables |
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in a join right without any extra help. But on those rare occasions when SQLite |
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gets it wrong, the CROSS JOIN connector is an invaluable way of tweaking the |
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optimizer to do what you want. </p> </section> |
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142 |
</conbody><related-links> |
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<link href="GUID-22844C28-AB5B-5A6F-8863-7269464684B4.dita"><linktext>SQL Overview</linktext> |
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</link> |
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<link href="GUID-78773BCA-ADF6-53E6-AC80-5CB2AE1F8BCC.dita"><linktext>SQL Server |
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Guide</linktext></link> |
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<link href="GUID-1F12E3F5-45B2-55EC-B021-00338277C608.dita"><linktext>SQL DB Overview</linktext> |
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</link> |
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<link href="GUID-43CA02E7-0101-5824-B91B-E15EE20C829A.dita"><linktext>Avoid Transient |
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Tables</linktext></link> |
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<link href="GUID-49A3419F-D20A-5C5D-B2FF-51724EF37704.dita"><linktext>Prevent Datafile |
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Corruption</linktext></link> |
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<link href="GUID-C2FAEBB2-4A1A-5BB0-9670-4801525CBC6A.dita"><linktext>SQL Index |
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Tips</linktext></link> |
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<link href="GUID-B994E6F7-228A-5433-B87F-91857C5D93D6.dita"><linktext>SQL Insertion |
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Tips</linktext></link> |
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<link href="GUID-4FC23DB7-4758-5DA4-81FF-0DAB169E2757.dita"><linktext>SQL Schema |
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Tips</linktext></link> |
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<link href="GUID-2A2920E0-5D40-5358-BC0C-8572CEFE078C.dita"><linktext>SQL Expressions</linktext> |
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</link> |
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<link href="GUID-126FCCCC-0E7D-59AE-959A-2F94A7319C4B.dita"><linktext>SQL Statement |
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Tips</linktext></link> |
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<link href="GUID-B7E978C1-45CA-554C-8028-D901B97BA2E0.dita"><linktext> ANALYZE |
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Command</linktext></link> |
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<link href="GUID-AF5A75D7-0687-546C-87B2-0B7DF7D33217.dita"><linktext> SQL WHERE |
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CLause Tips</linktext></link> |
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</related-links></concept> |