一、問題
oracle的btree索引不儲存NULL值,所以用is null或is not null都不會用到索引範圍掃描,但是在mysql中也是這樣嗎?
二、實驗
先看看NULL在oracle(11g)中的情況
準備測試資料
SQL> create table t1 as select * from dba_objects;
SQL> update t1 set object_id = null where object_id > 17840;
SQL> update t1 set data_object_id = null where data_object_id > 60;
SQL> commit;
SQL> create index idx1_id on t1(object_id);
SQL> create index idx2_data on t1(data_object_id);
蒐集統計資訊
SQL> begin
dbms_stats.gather_table_stats(ownname => 'SCOTT',
tabname => 'T1',
estimate_percent => 100,
cascade => true,
method_opt => 'for all indexed columns size auto',
no_invalidate => false,
degree => 4);
end;
/
檢視資料分佈
SQL> select count(*) "總行數",
2 count(distinct object_id) "object_id非空不同值",
3 count(decode(object_id,null,1,null)) "object_id空值總數",
4 count(distinct data_object_id) "data_object_id非空不同值",
5 count(decode(data_object_id,null,1,null)) "data_object_id空值總數"
6 from t1;
總行數 object_id非空不同值 object_id空值總數 data_object_id非空不同值 data_object_id空值總數
---------- ------------------- ----------------- ------------------------ ----------------------
13582 13578 4 47 13510
執行sql,並檢視執行計劃
第1條sql:is null返回行數少
SQL> select * from t1 where object_id is null;
--------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50 (100)| |
|* 1 | TABLE ACCESS FULL| T1 | 4 | 352 | 50 (0)| 00:00:01 |
--------------------------------------------------------------------------
第2條sql:is not null返回行數多
SQL> select * from t1 where object_id is not null;
--------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50 (100)| |
|* 1 | TABLE ACCESS FULL| T1 | 13578 | 1166K| 50 (0)| 00:00:01 |
--------------------------------------------------------------------------
第3條sql:is null返回行數多
SQL> select * from t1 where data_object_id is null;
--------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50 (100)| |
|* 1 | TABLE ACCESS FULL| T1 | 13510 | 1161K| 50 (0)| 00:00:01 |
--------------------------------------------------------------------------
第4條sql:is not null返回行數少
SQL> select * from t1 where data_object_id is not null;
-----------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
-----------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 7 (100)| |
| 1 | TABLE ACCESS BY INDEX ROWID| T1 | 72 | 6336 | 7 (0)| 00:00:01 |
|* 2 | INDEX FULL SCAN | IDX2_DATA | 72 | | 1 (0)| 00:00:01 |
-----------------------------------------------------------------------------------------
可以看到第1條和第3條sql不會用到索引,這是由於oracle的btree索引並不儲存NULL,所以用is null作為條件在索引中找不到任何結果,只能全表掃。
第2條sql也沒有用到索引,因為返回的行數多。第4條sql用到了索引,但用的是索引全掃描,原理其實還是由於索引不儲存NULL,is not null正好跟索引特性相同。
接下來我們看看在mysql(8.0)中又會是什麼情形,通過工具把上面的表匯入到mysql中
更新t1表的統計資訊
analyze table t1;
檢視執行計劃
第5條sql:is null返回行數少
(scott@localhost)[hello]> explain select * from t1 where object_id is null;
+----+-------------+-------+------------+------+---------------+---------+---------+-------+------+----------+-----------------------+
| id | select_type | table | partitions | type | possible_keys | key | key_len | ref | rows | filtered | Extra |
+----+-------------+-------+------------+------+---------------+---------+---------+-------+------+----------+-----------------------+
| 1 | SIMPLE | t1 | NULL | ref | IDX1_ID | IDX1_ID | 5 | const | 4 | 100.00 | Using index condition |
+----+-------------+-------+------------+------+---------------+---------+---------+-------+------+----------+-----------------------+
第6條sql:is not null返回行數多
(scott@localhost)[hello]> explain select * from t1 where object_id is not null;
+----+-------------+-------+------------+------+---------------+------+---------+------+-------+----------+-------------+
| id | select_type | table | partitions | type | possible_keys | key | key_len | ref | rows | filtered | Extra |
+----+-------------+-------+------------+------+---------------+------+---------+------+-------+----------+-------------+
| 1 | SIMPLE | t1 | NULL | ALL | IDX1_ID | NULL | NULL | NULL | 13541 | 50.00 | Using where |
+----+-------------+-------+------------+------+---------------+------+---------+------+-------+----------+-------------+
第7條sql:is null返回行數多
(scott@localhost)[hello]> explain select * from t1 where data_object_id is null;
+----+-------------+-------+------------+------+---------------+-----------+---------+-------+------+----------+-----------------------+
| id | select_type | table | partitions | type | possible_keys | key | key_len | ref | rows | filtered | Extra |
+----+-------------+-------+------------+------+---------------+-----------+---------+-------+------+----------+-----------------------+
| 1 | SIMPLE | t1 | NULL | ref | IDX2_DATA | IDX2_DATA | 5 | const | 6770 | 100.00 | Using index condition |
+----+-------------+-------+------------+------+---------------+-----------+---------+-------+------+----------+-----------------------+
第8條sql:is not null返回行數少
(scott@localhost)[hello]> explain select * from t1 where data_object_id is not null;
+----+-------------+-------+------------+-------+---------------+-----------+---------+------+------+----------+-----------------------+
| id | select_type | table | partitions | type | possible_keys | key | key_len | ref | rows | filtered | Extra |
+----+-------------+-------+------------+-------+---------------+-----------+---------+------+------+----------+-----------------------+
| 1 | SIMPLE | t1 | NULL | range | IDX2_DATA | IDX2_DATA | 5 | NULL | 72 | 100.00 | Using index condition |
+----+-------------+-------+------------+-------+---------------+-----------+---------+------+------+----------+-----------------------+
可以看到在mysql中,is not null會根據返回的行數來決定用不用索引,返回行數多不用索引,返回行數少用索引,這一點跟oracle相同。但is null都會用到索引,不管你返回的行數是多少,這點的確是出乎我的意料。既然is null用到索引,那麼難道是mysql的btree索引中包含NULL值?
檢視索引的資訊
(scott@localhost)[hello]> select * from mysql.innodb_index_stats where database_name='hello' and table_name='t1' and index_name in ('IDX1_ID', 'IDX2_DATA');
從索引的統計資訊中可以看到,mysql認為t1表的OBJECT_ID,DATA_OBJECT_ID的不同值分別是13579,48。而前面我們知道object_id非空不同值和data_object_id非空不同值分別為13578和47。兩者都相差1,那也就是說索引的確是含NULL值。
三、總結
- mysql中btree索引含NULL,這點跟oracle不一樣。
- mysql中用is null都會用到索引,不管返回的行數多少,我認為這是一個bug。
水平有限,如果有誤,懇請大家指正!