MySQL的範圍最佳化
有多個 IN 值的查詢在 MySQL 查詢最佳化器中,會使用 "等值範圍最佳化"(Equality Range Optimization)。假設我們的查詢是這樣的:
SELECT COUNT(*) FROM test.sbtest1 WHERE id IN (10,50,200,...,30822);
比較列表中有一萬個值。在 MySQL 5.7 下執行這個程式會得到以下執行統計結果:
mysql57 > source query1.sql +----------+ | count(*) | +----------+ | 17433 | +----------+ 1 row in set (0.16 sec)
對應的慢查詢日誌(為了便於閱讀做了擷取):
# Time: 2024-06-23T13:34:05.912909Z # User@Host: msandbox[msandbox] @ localhost [] Id: 6 # Query_time: 0.161071 Lock_time: 0.021591 Rows_sent: 1 Rows_examined: 17433 SET timestamp=1719149645; select count(*) from test.sbtest1 where id in (...);
handler 的狀態資訊表明最佳化器恰當的使用了索引,最佳化起了作用:
mysql57 > show status like 'ha%'; +----------------------------+-------+ | Variable_name | Value | +----------------------------+-------+ | Handler_commit | 1 | | Handler_delete | 0 | | Handler_discover | 0 | | Handler_external_lock | 2 | | Handler_mrr_init | 0 | | Handler_prepare | 0 | | Handler_read_first | 0 | | Handler_read_key | 17433 | | Handler_read_last | 0 | | Handler_read_next | 0 | | Handler_read_prev | 0 | | Handler_read_rnd | 0 | | Handler_read_rnd_next | 0 | | Handler_rollback | 0 | | Handler_savepoint | 0 | | Handler_savepoint_rollback | 0 | | Handler_update | 0 | | Handler_write | 0 | +----------------------------+-------+ 18 rows in set (0.00 sec)
檢視 EXPLAIN 可以確認範圍型別和索引:
mysql57 > source explain1.sql *************************** 1. row *************************** id: 1 select_type: SIMPLE table: sbtest1 partitions: NULL type: range possible_keys: PRIMARY key: PRIMARY key_len: 4 ref: NULL rows: 17433 filtered: 100.00 Extra: Using where; Using index 1 row in set, 1 warning (0.06 sec)
然而,在我們的升級例項中,使用相同的表,我們最終得到了以下結果:
mysql80 > source query1.sql +----------+ | count(*) | +----------+ | 17433 | +----------+ 1 row in set, 1 warning (0.38 sec) mysql80 > show warnings; *************************** 1. row *************************** Level: Warning Code: 3170 Message: Memory capacity of 8388608 bytes for 'range_optimizer_max_mem_size' exceeded. Range optimization was not done for this query. 1 row in set (0.00 sec)
上述警告已經告訴我們一些問題,這些問題會導致更糟糕的最佳化方案,如下所示:
# Time: 2024-06-23T13:44:51.610282Z # User@Host: msandbox[msandbox] @ localhost [] Id: 18 # Query_time: 0.385067 Lock_time: 0.000004 Rows_sent: 1 Rows_examined: 1200000 SET timestamp=1719150291; select count(*) from test.sbtest1 where id in (...); mysql80 > show status like 'ha%'; +----------------------------+---------+ | Variable_name | Value | +----------------------------+---------+ | Handler_commit | 1 | | Handler_delete | 0 | | Handler_discover | 0 | | Handler_external_lock | 2 | | Handler_mrr_init | 0 | | Handler_prepare | 0 | | Handler_read_first | 1 | | Handler_read_key | 1 | | Handler_read_last | 0 | | Handler_read_next | 1200000 | | Handler_read_prev | 0 | | Handler_read_rnd | 0 | | Handler_read_rnd_next | 0 | | Handler_rollback | 0 | | Handler_savepoint | 0 | | Handler_savepoint_rollback | 0 | | Handler_update | 0 | | Handler_write | 0 | +----------------------------+---------+ 18 rows in set (0.00 sec)
查詢計劃出人意料地顯示了不同列上的二級索引,而且幾乎掃描了所有錶行:
mysql80 > source explain1.sql *************************** 1. row *************************** id: 1 select_type: SIMPLE table: sbtest1 partitions: NULL type: index possible_keys: PRIMARY key: k key_len: 4 ref: NULL rows: 1183608 filtered: 50.00 Extra: Using where; Using index 1 row in set, 2 warnings (0.05 sec)
範圍最佳化需要的記憶體限制由 range_optimizer_max_mem_size 變數定義,但在 MySQL 5.7 和 8.0 中是相同的(8MB)!
那麼,為什麼在新版本中不能對同一個表進行相同的查詢呢?
讓我們檢查一下 Performance Schema 中的相關記憶體佔用情況。在 5.7 版本中(截斷 Performance Schema 表並執行查詢後獲得),記憶體佔用約為 5.5 MB:
mysql57 > select * from performance_schema.memory_summary_by_thread_by_event_name where thread_id=(select THREAD_ID from performance_schema.threads where processlist_id=CONNECTION_ID()) and event_name='memory/sql/test_quick_select'G *************************** 1. row *************************** THREAD_ID: 32 EVENT_NAME: memory/sql/test_quick_select COUNT_ALLOC: 104 COUNT_FREE: 104 SUM_NUMBER_OF_BYTES_ALLOC: 5705856 SUM_NUMBER_OF_BYTES_FREE: 5705856 LOW_COUNT_USED: 0 CURRENT_COUNT_USED: 0 HIGH_COUNT_USED: 104 LOW_NUMBER_OF_BYTES_USED: 0 CURRENT_NUMBER_OF_BYTES_USED: 0 HIGH_NUMBER_OF_BYTES_USED: 5705856 1 row in set (0.00 sec)
但在 MySQL 8.0 ,它要大得多,約為 11.5 MB,高於允許的 8 MB 限制:
mysql8.0 > select * from performance_schema.memory_summary_by_thread_by_event_name where thread_id=PS_CURRENT_THREAD_ID() and event_name='memory/sql/test_quick_select'G *************************** 1. row *************************** THREAD_ID: 47 EVENT_NAME: memory/sql/test_quick_select COUNT_ALLOC: 18 COUNT_FREE: 18 SUM_NUMBER_OF_BYTES_ALLOC: 12099576 SUM_NUMBER_OF_BYTES_FREE: 12099576 LOW_COUNT_USED: 0 CURRENT_COUNT_USED: 0 HIGH_COUNT_USED: 18 LOW_NUMBER_OF_BYTES_USED: 0 CURRENT_NUMBER_OF_BYTES_USED: 0 HIGH_NUMBER_OF_BYTES_USED: 12099576 1 row in set (0.00 sec)
增加變數的值,可修復查詢計劃:
mysql80 > set range_optimizer_max_mem_size=12*1024*1024; Query OK, 0 rows affected (0.00 sec) mysql80 > source query1.sql +----------+ | count(*) | +----------+ | 17433 | +----------+ 1 row in set (0.10 sec)
Przemysław Malkowski 認為,這種記憶體需求差異是不合理的。因此,他報告了這一回歸 bug:
https://bugs.mysql.com/bug.php?id=115327
另外,Przemysław Malkowski 還報告了一個誤導性文件錯誤:
https://bugs.mysql.com/bug.php?id=115062
表上的索引越多,這種迴歸的影響就越大,因為 MySQL 8.0 也受到了另一個相關錯誤的影響:
https://bugs.mysql.com/bug.php?id=104000
最後
升級到 MySQL 8.x 可能具有挑戰性,在實施前應進行充分測試,以避免出現一些非常糟糕的意外情況,如上述情況!不過,從長遠來看,升級是不可避免的,因為 5.7 已經到了 EOL。
另外,有一個工具可以用來檢查任何查詢在新版本中是否有不同的表現。下面是一個快速更新,說明了它是如何發現額外警告的:
$ pt-upgrade h=127.0.0.1,P=5756,u=msandbox,p=***,D=test h=127.0.0.1,P=8055,u=msandbox,p=msandbox,D=test slow57.log #----------------------------------------------------------------------- # Logs #----------------------------------------------------------------------- File: slow57.log Size: 141681 #----------------------------------------------------------------------- # Hosts #----------------------------------------------------------------------- host1: DSN: h=127.0.0.1,P=5756 hostname: przemek-dbg MySQL: MySQL Community Server (GPL) 5.7.44 host2: DSN: h=127.0.0.1,P=8055 hostname: przemek-dbg MySQL: MySQL Community Server - GPL 8.0.37 ######################################################################## # Query class F4A5056EC85D02D0 ######################################################################## Reporting class because it has diffs, but hasn't been reported yet. Total queries 1 Unique queries 1 Discarded queries 0 select count(*) from test.sbtest? where id in(?+) ## ## Warning diffs: 1 ## -- 1. No warning 3170 vs. Code: 3170 Level: Warning Message: Memory capacity of 8388608 bytes for 'range_optimizer_max_mem_size' exceeded. Range optimization was not done for this query. select count(*) from test.sbtest1 where id in (90, ... ,13668,15161) #----------------------------------------------------------------------- # Stats #----------------------------------------------------------------------- failed_queries 0 not_select 0 queries_filtered 0 queries_no_diffs 0 queries_read 1 queries_with_diffs 1 queries_with_errors 0