author | Dominic Pinkman <dominic.pinkman@nokia.com> |
Wed, 16 Jun 2010 10:24:13 +0100 | |
changeset 10 | d4524d6a4472 |
parent 7 | 51a74ef9ed63 |
permissions | -rw-r--r-- |
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<?xml version="1.0" encoding="utf-8"?> |
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<!-- Copyright (c) 2007-2010 Nokia Corporation and/or its subsidiary(-ies) All rights reserved. --> |
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<!-- This component and the accompanying materials are made available under the terms of the License |
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"Eclipse Public License v1.0" which accompanies this distribution, |
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and is available at the URL "http://www.eclipse.org/legal/epl-v10.html". --> |
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<!-- Initial Contributors: |
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Nokia Corporation - initial contribution. |
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Contributors: |
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--> |
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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-B7E978C1-45CA-554C-8028-D901B97BA2E0" xml:lang="en"><title>ANALYZE Command</title><shortdesc>This guide gives details of how to use the ANALYZE command to help |
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the optimizer.</shortdesc><prolog><metadata><keywords/></metadata></prolog><conbody> |
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<section id="GUID-1612E196-C269-4D58-A36D-6F8F76C7C2F3"><title>Introduction</title> <p>The ANALYZE command is used to provide |
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the query optimizer with statistical information about the distribution of |
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values in a database so that it can make better decisions about which indexes |
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to use. </p> <p><b>Intended |
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audience:</b> </p> <p>This document is intended to be used by Symbian platfomr |
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licensees and third party application developers. </p> </section> |
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<section id="GUID-3C9732D5-8F18-5835-A7D5-1D17B870E439"><title>Use the ANALYZE |
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Command to Help the Optimizer</title> <p>A big part of the job of the SQL |
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compiler is to choose which of many implementation options should be used |
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for a particular SQL statement. </p> <p>Often a table will have two or more |
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indexes and the optimizer will need to choose which one of those indexes to |
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use. Or the optimizer will have to decide between using an index to implement |
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the WHERE clause or the ORDER BY clause. For a join, the optimizer has to |
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pick an appropriate order for the table in the join. And so forth. </p> <p>By |
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default, the only information the optimizer has to go on when trying to choose |
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between two or more indexes is the database schema. In many cases the schema |
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alone is not sufficient to make a wise choice. Suppose, for example, you have |
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a table with two indexes: </p> <codeblock id="GUID-2DE5BC4C-0A22-575F-B1FF-C0B47A0421AB" xml:space="preserve"> |
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CREATE TABLE demo318(a,b,c,data); |
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CREATE INDEX idx318a ON demo381(a); |
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CREATE INDEX idx318b ON demo381(b); |
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</codeblock> <p>And further suppose SQLite is trying to compile a statement |
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such as the following: </p> <codeblock id="GUID-F0AA8C8F-B6F8-5F50-8AB8-7DE583FDF4F6" xml:space="preserve"> |
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SELECT data FROM demo318 WHERE a=0 AND b=11; |
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</codeblock> <p>The optimizer has to decide whether it should use idx318a |
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with the “a=5” term of the WHERE clause or if it should use idx318b with the |
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“b=11” term. </p> <p>Without additional information, the two approaches are |
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equivalent and so the choice is arbitrary. But the choice of indexes might |
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have a big impact on performance. </p> <p>Suppose that the demo318 table contains |
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one million rows of which 55% have a=0, 40% have a=1, and the rest have a=2 |
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or a=3. If the idx381a index is chosen, it will only narrow down the set of |
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candidate rows by half. In this situation you are unlikely to notice any performance |
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gain at all. In fact, in this extreme case, using the index is likely to make |
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the query slower! </p> <p>On the other hand, let us assume that there are |
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never more than 2 or 3 rows with the same value for column b. In this case |
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using index idx381b allows us to reduce the set of candidate rows from one |
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million to 2 or 3 which will yield a huge speed improvement. </p> <p>So clearly, |
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in this example we hope that the optimizer chooses index idx318b. But without |
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knowledge of the table contents and the statistical distributions of values |
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for the “a” and “b” columns, the optimizer has no way of knowing which of |
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the idx318a and idx318b indexes will work better. </p> <p>The ANALYZE command |
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is used to provide the query optimizer with statistical information about |
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the distribution of values in a database so that it can make better decisions |
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about which indexes to use. </p> <p>When you run the ANALYZE command, SQLite |
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creates a special table named SQLITE_STAT1. It then reads the entire database, |
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gathers statistics and puts those statistics in the SQLITE_STAT1 table so |
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that the optimizer can find them. ANALYZE is a relatively slow operation, |
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since it has to read every single row of every single table in your database. </p> <p>The |
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statistical information generated by ANALYZE is not kept up-to-date by subsequent |
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changes to the database. But many databases have a relatively constant statistical |
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profile so running ANALYZE once and using the same statistical profile forever |
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thereafter is often sufficient. </p> <p>For embedded applications, you can |
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often get by without ever having to run ANALYZE on a real database on the |
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embedded device. Instead, generate a template database that contains typical |
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data for your application and then run ANALYZE on that database on a developer |
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workstation. Then just copy the content of the resulting SQLITE_STAT1 table |
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over to the embedded device. </p> <p>The SQLITE_STAT1 table is special in |
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that you cannot CREATE or DROP it, but you can still SELECT, DELETE, and UPDATE |
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the SQLITE_STAT1 table. So to create the SQLITE_STAT1 table on the embedded |
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device, just run ANALYZE when the database is empty. That will take virtually |
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no time and will leave you with an empty SQLITE_STAT1 table. Then copy the |
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content of the SQLITE_STAT1 table that was created on the developer workstation |
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into the database on the embedded device and the optimizer will begin using |
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it just as if it had been created locally. </p> <p>There is one entry in the |
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SQLITE_STAT1 table for each index in your schema. Each entry contains the |
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name of the table being indexed, the name of the index itself, and a string |
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composed of two or more integers separated by spaces. These integers are the |
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statistics that the ANALYZE command collects for each index. </p> <p>The first |
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integer is the total number of entries in the table. The second integer is |
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the average number of rows in a result from a query that had an equality constraint |
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on the first term of the index. The third integer (if there is one) is the |
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average number of rows that would result if the index were used with equality |
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constraints on the first two terms of the index. And so forth for as many |
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terms as there are in the index. </p> <p>The smaller the second and subsequent |
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integers are, the more selective an index is. And the more selective the index |
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is, the fewer rows have to be processed when using that index. So the optimizer |
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tries to use indexes with small second and subsequent numbers. </p> <p>The |
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details are complex and do not really add any understanding to what is going |
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on. The key point is that the second and subsequent integers in the SQLITE_STAT1 |
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table are a measure of the selectivity of an index and that smaller numbers |
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are better. </p> <p>The statistics gathered by the ANALYZE command reflect |
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the state of the database at a single point in time. While making the final |
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performance tweaks on an application, some developers may want to adjust these |
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statistics manually to better reflect the kinds of data they expect to encounter |
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in the field. This is easy to do. The SQLITE_STAT1 table is readable and writable |
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using ordinary SQL statements. You are free to adjust or modify the statistics |
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in anyway that seems to performance benefit. </p> </section> |
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</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-ACCCB148-DAF9-59EC-B585-8EF632B9BF04.dita"><linktext>SQL Joins</linktext> |
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</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> |