文章目录
一、Explain
1. 功能版本及语法
1.1 版本
20.6之后
1.2 语法
EXPLAIN [AST | SYNTAX | PLAN | PIPELINE] [setting = value, ...] SELECT ... [FORMAT ...]
2.Explain Types
2.1 Types
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AST — Abstract syntax tree （抽象语法树）
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SYNTAX — Query text after AST-level optimizations（在 AST 级优化后查询文本。）
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PLAN — Query execution plan（查询执行计划）
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PIPLINE — Query execution pipeline（查询执行管道）
2.2.AST
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simple query
EXPLAIN AST SELECT 1; ┌─explain───────────────────────────┐ │ SelectWithUnionQuery (children 1) │ │ ExpressionList (children 1) │ │ SelectQuery (children 1) │ │ ExpressionList (children 1) │ │ Literal UInt64_1 │ └───────────────────────────────────┘ -
complex query
EXPLAIN AST ALTER TABLE t1 DELETE WHERE date = today(); ┌─explain──────────────────────────┐ │ AlterQuery t1 (children 1) │ │ ExpressionList (children 1) │ │ AlterCommand 32 (children 1) │ │ Function equals (children 1) │ │ ExpressionList (children 2) │ │ Identifier date │ │ Function today (children 1) │ │ ExpressionList │ └──────────────────────────────────┘
2.3.SYNTAX
返回语法优化后的查询，这个是我们开发过程中经常用到的，可以看下面两个例子
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多表联查会优化成 CROSS JOIN
EXPLAIN SYNTAX SELECT * FROM system.numbers AS a, system.numbers AS b, system.numbers AS c; ┌─explain────────────────────────────┐ │ SELECT │ │ `--a.number` AS `a.number`, │ │ `--b.number` AS `b.number`, │ │ number AS `c.number` │ │ FROM │ │ ( │ │ SELECT │ │ number AS `--a.number`, │ │ b.number AS `--b.number` │ │ FROM system.numbers AS a │ │ CROSS JOIN system.numbers AS b │ │ ) AS `--.s` │ │ CROSS JOIN system.numbers AS c │ └────────────────────────────────────┘ -
三元运算符优化
#查看优化 EXPLAIN SYNTAX SELECT number = 1 ? 'ck' : (number = 2 ? 'hbase' : 'hive') FROM numbers(10); ┌─explain──────────────────────────────────────────────────────┐ │ SELECT if(number = 1, 'ck', if(number = 2, 'hbase', 'hive')) │ │ FROM numbers(10) │ └──────────────────────────────────────────────────────────────┘ #开启三元运算符优化 SET optimize_if_chain_to_multiif = 1; #再次查看优化后效果 EXPLAIN SYNTAX SELECT number = 1 ? 'ck' : (number = 2 ? 'hbase' : 'hive') FROM numbers(10); ┌─explain───────────────────────────────────────────────────────┐ │ SELECT multiIf(number = 1, 'ck', number = 2, 'hbase', 'hive') │ │ FROM numbers(10) │ └───────────────────────────────────────────────────────────────┘ 可以看到优化后的已经将 多个 `if()`函数替换为 `multiIf（）` 函数
2.4.PLAN
查看执行计划，相对hive比较简洁
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simple query
explain plan select arrayJoin([1,2,3,null,null]); ┌─explain───────────────────────────────────────────────────────────────────┐ │ Expression ((Projection + Before ORDER BY)) │ │ SettingQuotaAndLimits (Set limits and quota after reading from storage) │ │ ReadFromStorage (SystemOne) │ └───────────────────────────────────────────────────────────────────────────┘ -
complex query
explain select database,table,count(1) cnt from system.parts where database in ('datasets','system') group by database,table order by database,cnt desc limit 2 by database; ┌─explain─────────────────────────────────────────────────────────────────────────────────────┐ │ Expression (Projection) │ │ LimitBy │ │ Expression (Before LIMIT BY) │ │ MergingSorted (Merge sorted streams for ORDER BY) │ │ MergeSorting (Merge sorted blocks for ORDER BY) │ │ PartialSorting (Sort each block for ORDER BY) │ │ Expression (Before ORDER BY) │ │ Aggregating │ │ Expression (Before GROUP BY) │ │ Filter (WHERE) │ │ SettingQuotaAndLimits (Set limits and quota after reading from storage) │ │ ReadFromStorage (SystemParts) │ └─────────────────────────────────────────────────────────────────────────────────────────────┘大体的一个执行路线
limit -> merge sort (order by 归并排序) -> agg(count() 聚合) -> filter(where 过滤 ) 另外， explain 默认就是explain plain
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open all param
打开其他参数
EXPLAIN header=1, actions=1,description=1 SELECT number from system.numbers limit 10; ┌─explain───────────────────────────────────────────────────────────────────┐ │ Expression ((Projection + Before ORDER BY)) │ │ Header: number UInt64 │ │ Actions: INPUT :: 0 -> number UInt64 : 0 │ │ Positions: 0 │ │ SettingQuotaAndLimits (Set limits and quota after reading from storage) │ │ Header: number UInt64 │ │ Limit (preliminary LIMIT (without OFFSET)) │ │ Header: number UInt64 │ │ Limit 10 │ │ Offset 0 │ │ ReadFromStorage (SystemNumbers) │ │ Header: number UInt64 │ └───────────────────────────────────────────────────────────────────────────┘
2.5.PIPLINE
查看执行管道
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不带参数
EXPLAIN PIPELINE SELECT sum(number) FROM numbers_mt(10000) GROUP BY number % 20; ┌─explain───────────────────────┐ │ (Expression) │ │ ExpressionTransform │ │ (Aggregating) │ │ AggregatingTransform │ │ (Expression) │ │ ExpressionTransform │ │ (SettingQuotaAndLimits) │ │ (ReadFromStorage) │ │ Limit │ │ Numbers 0 → 1 │ └───────────────────────────────┘ -
其他参数
EXPLAIN PIPELINE header=1,graph=1 SELECT sum(number) FROM numbers_mt(10000) GROUP BY number%20; ┌─explain─────────────────────────────────────┐ │ digraph │ │ { │ │ rankdir="LR"; │ │ { node [shape = rect] │ │ n2 [label="Limit"]; │ │ n1 [label="Numbers"]; │ │ subgraph cluster_0 { │ │ label ="Aggregating"; │ │ style=filled; │ │ color=lightgrey; │ │ node [style=filled,color=white]; │ │ { rank = same; │ │ n4 [label="AggregatingTransform"]; │ │ } │ │ } │ │ subgraph cluster_1 { │ │ label ="Expression"; │ │ style=filled; │ │ color=lightgrey; │ │ node [style=filled,color=white]; │ │ { rank = same; │ │ n3 [label="ExpressionTransform"]; │ │ } │ │ } │ │ subgraph cluster_2 { │ │ label ="Expression"; │ │ style=filled; │ │ color=lightgrey; │ │ node [style=filled,color=white]; │ │ { rank = same; │ │ n5 [label="ExpressionTransform"]; │ │ } │ │ } │ │ } │ │ n2 -> n3 [label=" │ │ number UInt64 UInt64(size = 0)"]; │ │ n1 -> n2 [label=" │ │ number UInt64 UInt64(size = 0)"]; │ │ n4 -> n5 [label=" │ │ modulo(number, 20) UInt8 UInt8(size = 0) │ │ sum(number) UInt64 UInt64(size = 0)"]; │ │ n3 -> n4 [label=" │ │ number UInt64 UInt64(size = 0) │ │ modulo(number, 20) UInt8 UInt8(size = 0)"]; │ │ } │ └─────────────────────────────────────────────┘
二、Explain Estimate
显示在处理查询时要从表中读取的估计行数、标记数和部分数，适用于MergeTree family.
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创建表
CREATE TABLE ttt (i Int64) ENGINE = MergeTree() ORDER BY i SETTINGS index_granularity = 16, write_final_mark = 0; INSERT INTO ttt SELECT number FROM numbers(128); OPTIMIZE TABLE ttt; -
查询
EXPLAIN ESTIMATE SELECT * FROM ttt; -
结果
┌─database─┬─table─┬─parts─┬─rows─┬─marks─┐ │ default │ ttt │ 1 │ 128 │ 8 │ └──────────┴───────┴───────┴──────┴───────┘