mysql 分页

Efficient Pagination Using MySQL
Surat Singh Bhati (surat@yahoo-inc.com)
Rick James (rjames@yahoo-inc.com)
Yahoo Inc
Percona Performance Conference 2009
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Outline
1. Overview
– Common pagination UI pattern
– Sample table and typical solution using OFFSET
– Techniques to avoid large OFFSET
– Performance comparison
– Concerns
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Common Patterns
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Basics
First step toward having efficient pagination over large data set
– Use index to filter rows (resolve WHERE)
– Use same index to return rows in sorted order (resolve ORDER)
Step zero
– http://dev.mysql.com/doc/refman/5.1/en/mysql-indexes.html – http://dev.mysql.com/doc/refman/5.1/en/order-by-optimization.html – http://dev.mysql.com/doc/refman/5.1/en/limit-optimization.html - 5 -
Using Index
KEY a_b_c (a, b, c)
ORDER may get resolved using Index
– ORDER BY a
– ORDER BY a,b
– ORDER BY a, b, c
– ORDER BY a DESC, b DESC, c DESC
WHERE and ORDER both resolved using index:
– WHERE a = const ORDER BY b, c
– WHERE a = const AND b = const ORDER BY c
– WHERE a = const ORDER BY b, c
– WHERE a = const AND b > const ORDER BY b, c
ORDER will not get resolved uisng index (file sort)
– ORDER BY a ASC, b DESC, c DESC /* mixed sort direction */
– WHERE g = const ORDER BY b, c /* a prefix is missing */
– WHERE a = const ORDER BY c /* b is missing */
– WHERE a = const ORDER BY a, d /* d is not part of index */
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Sample Schema
CREATE TABLE `message` (
`id` int(11) NOT NULL AUTO_INCREMENT,
`title` varchar(255) COLLATE utf8_unicode_ci NOT NULL,
`user_id` int(11) NOT NULL,
`content` text COLLATE utf8_unicode_ci NOT NULL,
`create_time` int(11) NOT NULL,
`thumbs_up` int(11) NOT NULL DEFAULT '0', /* Vote Count */
PRIMARY KEY (`id`),
KEY `thumbs_up_key` (`thumbs_up`,`id`)
) ENGINE=InnoDB
mysql> show table status like 'message' \G
Engine: InnoDB
Version: 10
Row_format: Compact
Rows: 50000040 /* 50 Million */
Avg_row_length: 565
Data_length: 28273803264 /* 26 GB */
Index_length: 789577728 /* 753 MB */
Data_free: 6291456
Create_time: 2009-04-20 13:30:45
Two use case:
Paginate by time, recent message one page one
Paginate by thumps_up, largest value on page one
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Typical Query
1. Get the total records
SELECT count(*) FROM message
2. Get current page
SELECT * FROM message
ORDER BY id DESC LIMIT 0, 20 http://domain.com/message?page=1 ORDER BY id DESC LIMIT 0, 20 http://domain.com/message?page=2 ORDER BY id DESC LIMIT 20, 20 http://domain.com/message?page=3 ORDER BY id DESC LIMIT 40, 20
Note: id is auto_increment, same as create_time order, no need to create index on create_time, save space
–
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Explain
mysql> explain SELECT * FROM message
ORDER BY id DESC
LIMIT 10000, 20\G
***************** 1. row **************
id: 1
select_type: SIMPLE
table: message
type: index
possible_keys: NULL
key: PRIMARY
key_len: 4
ref: NULL
rows: 10020
Extra:
1 row in set (0.00 sec)
– it can read rows using index scan and execution will stop as soon as it finds
required rows.
– LIMIT 10000, 20 means it has to read 10020 and throw away 10000 rows, then
return next 20 rows.
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Performance Implications
– Larger OFFSET is going to increase active data set, MySQL has to bring data
in memory that is never returned to caller.
– Performance issue is more visible when your have database that can't fit in
main memory.
– Small percentage of request with large OFFSET would be able to hit disk I/O
Disk I/O bottleneck
– In order to display “21 to 40 of 1000,000” , some one has to count 1000,000
rows.
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Simple Solution
– Do not display total records, does user really care?
– Do not let user go to deep pages, redirect him http://en.wikipedia.org/wiki/Internet_addiction_disorder after certain number of
pages
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Avoid Count(*)
1. Never display total messages, let user see more message by clicking
'next'
2. Do not count on every request, cache it, display stale count, user do not
care about 324533 v/s 324633
3. Display 41 to 80 of Thousands
4. Use pre calculated count, increment/decrement value as insert/delete
happens.
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Solution to avoid offset
1. Change User Interface
– No direct jumps to Nth page
2. LIMIT N is fine, Do not use LIMIT M,N
– Provide extra clue about from where to start given page
– Find the desired records using more restricted WHERE using given clue and
ORDER BY and LIMIT N without OFFSET)
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Find the clue
150
111
102 Page One
101
100
98
97
96 Page Two
95
94
93
92
91 Page Three
90
89
<a href=”/page=2;last_seen=100;dir=next>Next</a>
<a href=”/page=3;last_seen=93;dir=prev>Prev</a>
<a href=”/page=1;last_seen=98;dir=prev>Prev</a>
<a href=”/page=4;last_seen=89;dir=prev>Next</a>
<a href=”/page=3;last_seen=94;dir=next>Next</a>
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Solution using clue
Next Page: http://domain.com/forum?page=2&last_seen=100&dir=next WHERE id < 100 /* last_seen *
ORDER BY id DESC LIMIT $page_size /* No OFFSET*/
Prev Page: http://domain.com/forum?page=1&last_seen=98&dir=prev WHERE id > 98 /* last_seen *
ORDER BY id ASC LIMIT $page_size /* No OFFSET*/
Reverse given 10 rows before sending to user
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Explain
mysql> explain
SELECT * FROM message
WHERE id < '49999961'
ORDER BY id DESC LIMIT 20 \G
*************************** 1. row ***************************
id: 1
select_type: SIMPLE
table: message
type: range
possible_keys: PRIMARY
key: PRIMARY
key_len: 4
ref: NULL
Rows: 25000020 /* ignore this */
Extra: Using where
1 row in set (0.00 sec)
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What about order by non unique values?
We can't do:
WHERE thumbs_up < 98
ORDER BY thumbs_up DESC /* It will return few seen rows */
Can we say this:
WHERE thumbs_up <= 98
AND <extra_con>
ORDER BY thumbs_up DESC
99
99
98 Page One
98
98
98
98
97 Page Two
97
10
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Add more condition
Consider thumbs_up as major number
– if we have additional minor number, we can use combination of major & minor
as extra condition
Find additional column (minor number)
– we can use id primary key as minor number
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Solution
First Page
SELECT thumbs_up, id
FROM message
ORDER BY thumbs_up DESC, id DESC
LIMIT $page_size
+-----------+----+
| thumbs_up | id |
+-----------+----+
| 99 | 14 |
| 99 | 2 |
| 98 | 18 |
| 98 | 15 |
| 98 | 13 |
+-----------+----+
Next Page
SELECT thumbs_up, id
FROM message
WHERE thumbs_up <= 98 AND (id < 13 OR thumbs_up < 98)
ORDER BY thumbs_up DESC, id DESC
LIMIT $page_size
+-----------+----+
| thumbs_up | id |
+-----------+----+
| 98 | 10 |
| 98 | 6 |
| 97 | 17 |
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Make it better..
Query:
SELECT * FROM message
WHERE thumbs_up <= 98
AND (id < 13 OR thumbs_up < 98)
ORDER BY thumbs_up DESC, id DESC
LIMIT 20
Can be written as:
SELECT m2.* FROM message m1, message m2
WHERE m1.id = m2.id
AND m1.thumbs_up <= 98
AND (m1.id < 13 OR m1.thumbs_up < 98)
ORDER BY m1.thumbs_up DESC, m1.id DESC
LIMIT 20;
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Explain
*************************** 1. row ***************************
id: 1
select_type: SIMPLE
table: m1
type: range
possible_keys: PRIMARY,thumbs_up_key
key: thumbs_up_key /* (thumbs_up,id) */
key_len: 4
ref: NULL
Rows: 25000020 /*ignore this, we will read just 20 rows*/
Extra: Using where; Using index /* Cover */
*************************** 2. row ***************************
id: 1
select_type: SIMPLE
table: m2
type: eq_ref
possible_keys: PRIMARY
key: PRIMARY
key_len: 4
ref: forum.m1.id
rows: 1
Extra:
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Performance Gain (Primary Key Order)
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Performance Gain (Secondary Key Order)
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Throughput Gain
Throughput Gain while hitting first 30 pages:
– Using LIMIT OFFSET, N
600 query/sec
– Using LIMIT N (no OFFSET)
3.7k query/sec
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Bonus Point
Product issue with LIMIT M, N
User is reading a page, in the mean time some records may be added to
previous page.
Due to insert/delete pages records are going to move forward/backward
as rolling window:
– User is reading messages on 4th page
– While he was reading, one new message posted (it would be there on page
one), all pages are going to move one message to next page.
– User Clicks on Page 5
– One message from page got pushed forward on page 5, user has to read it
again
No such issue with news approach
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Drawback
Search Engine Optimization Expert says:
Let bot reach all you pages with fewer number of deep dive
Two Solutions:
Read extra rows
– Read extra rows in advance and construct links for few previous & next pages
Use small offset
– Do not read extra rows in advance, just add links for few past & next pages
with required offset & last_seen_id on current page
– Do query using new approach with small offset to display desired page
–
Additional concern: Dynamic urls, last_seen is not constant over time.
file:///Users/surat/Desktop/Picture%2043.png
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Thanks