英文:
Why does PostgreSQL use sequential scan instead of index scan?
问题
根据你提供的信息,PG选择使用顺序扫描(Seq Scan)而不是索引扫描(Index Scan)可能是因为在某些情况下,顺序扫描比索引扫描更有效率。可能的原因之一是,当需要检索的行数相对较大时,顺序扫描可能比索引扫描更快速。
另一个可能的原因是,优化器可能认为从索引中检索数据会导致额外的磁盘 I/O 操作,因此选择了顺序扫描。
需要注意的是,优化器的决策受到许多因素的影响,包括表的大小、索引的选择性、查询的复杂性等等。因此,不同情况下的最佳执行计划可能会有所不同。
如果你对优化器的决策感到困惑,可以考虑使用 ANALYZE
命令来更新统计信息,以便优化器可以更好地了解表的特性,从而做出更准确的执行计划选择。
英文:
I'm learning PostgreSQL and I'm trying to understand the details of how to choose how to scan this database.
I have postgtresql 14.2 and run the following code:
DROP TABLE IF EXISTS t_test;
CREATE TABLE t_test (id serial, name text);
INSERT INTO t_test (name) SELECT 'hans' FROM generate_series(1, 2000000);
INSERT INTO t_test (name) SELECT 'paul' FROM generate_series(1, 2000000);
CREATE INDEX idx_id ON t_test (id);
EXPLAIN ANALYZE SELECT * from t_test where id > 2756021 LIMIT 2;
And I see:
QUERY PLAN
---------------------------------------------------------------------------------------------------------------------
Limit (cost=0.00..0.11 rows=2 width=36) (actual time=152.718..152.728 rows=2 loops=1)
-> Seq Scan on t_test (cost=0.00..71622.00 rows=1333333 width=36) (actual time=152.713..152.716 rows=2 loops=1)
Filter: (id > 2756021)
Rows Removed by Filter: 2756021
Planning Time: 0.218 ms
Execution Time: 152.756 ms
(6 rows)
According to this Query Plan, in case of seq scan PG needs to read 2 756 021 rows until PG reaches the first desired row. As I understand, In case of index scan, PG needs to find only 1 row from index (ID = 2756021) and recieve the next index value (it should be light operation because index is sorted list) and load rows related with these indexes twice. But PG Planner choices Seq Scan.
I turned off seq scan and obtained Execution time is 0.116 ms instead of 152.756 ms in the first case:
DROP TABLE IF EXISTS t_test;
CREATE TABLE t_test (id serial, name text);
INSERT INTO t_test (name) SELECT 'hans' FROM generate_series(1, 2000000);
INSERT INTO t_test (name) SELECT 'paul' FROM generate_series(1, 2000000);
CREATE INDEX idx_id ON t_test (id);
SET enable_seqscan = FALSE;
EXPLAIN ANALYZE SELECT * from t_test where id > 2756021 LIMIT 2;
QUERY PLAN
---------------------------------------------------------------------------------------------------------------------------------
Limit (cost=0.43..0.62 rows=2 width=36) (actual time=0.060..0.072 rows=2 loops=1)
-> Index Scan using idx_id on t_test (cost=0.43..124449.76 rows=1333333 width=36) (actual time=0.055..0.059 rows=2 loops=1)
Index Cond: (id > 2756021)
Planning Time: 0.342 ms
Execution Time: 0.116 ms
(5 rows)
But to be honest, the following queries wit seq scan have better results that index scan (but I don't understand why):
SET enable_seqscan = TRUE ;
EXPLAIN ANALYZE SELECT * from t_test where id > 2756021 LIMIT 2;
postgres=# EXPLAIN ANALYZE SELECT * from t_test where id > 2756021 LIMIT 2;
QUERY PLAN
----------------------------------------------------------------------------------------------------------------
Limit (cost=0.00..0.12 rows=2 width=9) (actual time=0.042..0.054 rows=2 loops=1)
-> Seq Scan on t_test (cost=0.00..71622.00 rows=1242848 width=9) (actual time=0.038..0.041 rows=2 loops=1)
Filter: (id > 2756021)
Rows Removed by Filter: 261
Planning Time: 0.076 ms
Execution Time: 0.084 ms
(6 rows)
postgres=# EXPLAIN ANALYZE SELECT * from t_test where id > 1758121 LIMIT 2;
QUERY PLAN
----------------------------------------------------------------------------------------------------------------
Limit (cost=0.00..0.06 rows=2 width=9) (actual time=0.018..0.032 rows=2 loops=1)
-> Seq Scan on t_test (cost=0.00..71622.00 rows=2233890 width=9) (actual time=0.014..0.018 rows=2 loops=1)
Filter: (id > 1758121)
Planning Time: 0.092 ms
Execution Time: 0.071 ms
(5 rows)
Why does PG use Seq Scan instead of Index Scan?
答案1
得分: 1
以下是您要翻译的内容:
第一个执行计划的明显问题出现在第二行
-> t_test 上的 Seq Scan (成本=0.00..71622.00 行=1333333 宽度=36) (实际时间=152.713..152.716 行=2 循环=1)
PostgreSQL 优化器估计谓词 id > 2756021
将返回 130 万行 (行=1333333
),因此不考虑 LIMIT 2
在估计中,选择了 Seq Scan
。
如果您在谓词中提供了上限,则计划将使用索引。
示例
EXPLAIN ANALYZE SELECT * from t_test where id > 2756021 and id <= 2756021+2 LIMIT 2;
Limit (成本=0.43..8.47 行=2 宽度=9) (实际时间=0.041..0.043 行=2 循环=1)
-> t_test 上的索引扫描 idx_id (成本=0.43..8.47 行=2 宽度=9) (实际时间=0.040..0.041 行=2 循环=1)
索引条件: ((id > 2756021) AND (id <= 2756023))
计划时间: 0.130 毫秒
执行时间: 0.066 毫秒
英文:
The apparent problem with the first explain plan is in the second line
-> Seq Scan on t_test (cost=0.00..71622.00 rows=1333333 width=36) (actual time=152.713..152.716 rows=2 loops=1)
PostgreSQL optimizer estimates that the predicate id > 2756021
will return 1.3M rows (rows=1333333
), so the LIMIT 2
is not considered in the estimation and Seq Scan
is choosen.
If you help PostgreSQL with an upper limit, the plan is fine using an index.
Example
EXPLAIN ANALYZE SELECT * from t_test where id > 2756021 and id <= 2756021+2 LIMIT 2;
Limit (cost=0.43..8.47 rows=2 width=9) (actual time=0.041..0.043 rows=2 loops=1)
-> Index Scan using idx_id on t_test (cost=0.43..8.47 rows=2 width=9) (actual time=0.040..0.041 rows=2 loops=1)
Index Cond: ((id > 2756021) AND (id <= 2756023))
Planning Time: 0.130 ms
Execution Time: 0.066 ms
答案2
得分: 0
我相信规划器不使用索引扫描,因为您正在从表中请求大量记录(id > 2756201
表示“大约是您表的1/3”)。规划器决定索引扫描(然后通过索引访问1/3的行)比读取整个表要慢。
要确认,请尝试在where
子句中使用更大的id
值:
id > 3256201
,id > 3756201
等...
英文:
I believe planner doesn't using index scan because you are requesting significant amount of records from the table (id > 2756201
means "about 1/3 of your table"). Planner decides that index scan (and access to 1/3 of rows by index after that) will be slower than reading all the table.
To confirm, try to use greater values for id
in where
clause:
id > 3256201
, id > 3756201
etc...
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