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不论是 聚集索引,还是非聚集索引,都是用B+树来实现的。我们在了解这两种索引之前,需要先了解B+树。
BTree,B-Tree,B+Tree,B*Tree都是什么
B+ 树的结构图:
B+ 树的特点:
- 所有关键字都出现在叶子结点的链表中(稠密索引),且链表中的关键字恰好是有序的;
- 不可能在非叶子结点命中;
- 非叶子结点相当于是叶子结点的索引(稀疏索引),叶子结点相当于是存储(关键字)数据的数据层;
B+ 树中增加一个数据,或者删除一个数据,需要分多种情况处理,比较复杂,这里就不详述这个内容了。
聚集索引(Clustered Index)
- 聚集索引的叶节点就是实际的数据页
- 在数据页中数据按照索引顺序存储
- 行的物理位置和行在索引中的位置是相同的
- 每个表只能有一个聚集索引
- 聚集索引的平均大小大约为表大小的5%左右
下面是两副简单描述聚集索引的示意图:
在聚集索引中执行下面语句的的过程:
select * from table where firstName = 'Ota' |
一个比较抽象点的聚集索引图示:
非聚集索引 (Unclustered Index)
- 非聚集索引的页,不是数据,而是指向数据页的页。
- 若未指定索引类型,则默认为非聚集索引
- 叶节点页的次序和表的物理存储次序不同
- 每个表最多可以有249个非聚集索引
- 在非聚集索引创建之前创建聚集索引(否则会引发索引重建)
在非聚集索引中执行下面语句的的过程:
select * from employee where lname = 'Green' |
一个比较抽象点的非聚集索引图示:
什么是 Bookmark Lookup 虽然SQL 2005 中已经不在提 Bookmark Lookup 了(换汤不换药),但是我们的很多搜索都是用的这样的搜索过程,如下:
先在非聚集中找,然后再在聚集索引中找。
这里举一个例子,给我们演示 Bookmark Lookup 比 Table Scan 慢的情况,例子的脚本如下:
USE CREDIT
go
-- These samples use the Credit database. You can download and restore the
-- credit database from here:
-- http://www.sqlskills.com/resources/conferences/CreditBackup80.zip
-- NOTE: This is a SQL Server 2000 backup and MANY examples will work on
-- SQL Server 2000 in addition to SQL Server 2005.
-------------------------------------------------------------------------------
-- (1) Create two tables which are copies of charge:
-------------------------------------------------------------------------------
-- Create the HEAP
SELECT * INTO ChargeHeap FROM Charge
go
-- Create the CL Table
SELECT * INTO ChargeCL FROM Charge
go
CREATE CLUSTERED INDEX ChargeCL_CLInd ON ChargeCL (member_no, charge_no)
go
-------------------------------------------------------------------------------
-- (2) Add the same non-clustered indexes to BOTH of these tables:
-------------------------------------------------------------------------------
-- Create the NC index on the HEAP
CREATE INDEX ChargeHeap_NCInd ON ChargeHeap (Charge_no)
go
-- Create the NC index on the CL Table
CREATE INDEX ChargeCL_NCInd ON ChargeCL (Charge_no)
go
-------------------------------------------------------------------------------
-- (3) Begin to query these tables and see what kind of access and I/O returns
-------------------------------------------------------------------------------
-- Get ready for a bit of analysis:
SET STATISTICS IO ON
-- Turn Graphical Showplan ON (Ctrl+K)
-- First, a point query (also, see how a bookmark lookup looks in 2005)
SELECT * FROM ChargeHeap WHERE Charge_no = 12345
go
SELECT * FROM ChargeCL WHERE Charge_no = 12345
go
-- What if our query is less selective?
-- 1000 is .0625% of our data... (1,600,000 million rows)
SELECT * FROM ChargeHeap WHERE Charge_no < 1000
go
SELECT * FROM ChargeCL WHERE Charge_no < 1000
go
-- What if our query is less selective?
-- 16000 is 1% of our data... (1,600,000 million rows)
SELECT * FROM ChargeHeap WHERE Charge_no < 16000
go
SELECT * FROM ChargeCL WHERE Charge_no < 16000
go
-------------------------------------------------------------------------------
-- (4) What's the EXACT percentage where the bookmark lookup isn't worth it?
-------------------------------------------------------------------------------
-- What happens here: Table Scan or Bookmark lookup?
SELECT * FROM ChargeHeap WHERE Charge_no < 4000
go
SELECT * FROM ChargeCL WHERE Charge_no < 4000
go
-- What happens here: Table Scan or Bookmark lookup?
SELECT * FROM ChargeHeap WHERE Charge_no < 3000
go
SELECT * FROM ChargeCL WHERE Charge_no < 3000
go
-- And - you can narrow it down by trying the middle ground:
-- What happens here: Table Scan or Bookmark lookup?
SELECT * FROM ChargeHeap WHERE Charge_no < 3500
go
SELECT * FROM ChargeCL WHERE Charge_no < 3500
go
-- And again:
SELECT * FROM ChargeHeap WHERE Charge_no < 3250
go
SELECT * FROM ChargeCL WHERE Charge_no < 3250
go
-- And again:
SELECT * FROM ChargeHeap WHERE Charge_no < 3375
go
SELECT * FROM ChargeCL WHERE Charge_no < 3375
go
-- Don't worry, I won't make you go through it all :)
-- For the Heap Table (in THIS case), the cutoff is: 0.21%
SELECT * FROM ChargeHeap WHERE Charge_no < 3383
go
SELECT * FROM ChargeHeap WHERE Charge_no < 3384
go
-- For the Clustered Table (in THIS case), the cut-off is: 0.21%
SELECT * FROM ChargeCL WHERE Charge_no < 3438
SELECT * FROM ChargeCL WHERE Charge_no < 3439
go |
这个例子也就是 吴家震 在Teched 2007 上的那个演示例子。
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