SHOW DATA SKEW
描述
SHOW DATA SKEW
语句用于查看表或分区的数据倾斜情况。该语句具有以下功能:
- 可以查看整个表的数据分布情况
- 可以查看指定分区的数据分布情况
- 展示各个分桶的数据行数、数据量及其占比
- 支持分区表和非分区表
语法
SHOW DATA SKEW FROM [<db_name>.]<table_name> [ PARTITION (<partition_name> [, ...]) ];
必选参数
1. FROM [<db_name>.]<table_name>
指定要查看的表名。可以包含数据库名称。
表名在其所在的数据库中必须唯一。
可选参数
1. PARTITION (<partition_name> [, ...])
指定要查看的分区名称列表。
如果不指定此参数,则展示表中所有分区的数据分布情况。
对于非分区表,分区名称同表名。
返回值
列名 | 说明 |
---|---|
PartitionName | 分区名称 |
BucketIdx | 分桶索引号 |
AvgRowCount | 平均行数 |
AvgDataSize | 平均数据大小(字节) |
Graph | 数据分布可视化图表 |
Percent | 该分桶数据量占总数据量的百分比 |
权限控制
执行此 SQL 命令的用户必须至少具有以下权限:
权限(Privilege) | 对象(Object) | 说明(Notes) |
---|---|---|
SELECT | 表(Table) | 需要对查看的表有 SELECT 权限 |
注意事项
- 数据分布情况按照分区和分桶两个维度展示
- Graph 列使用字符
>
直观展示数据分布比例 - 百分比精确到小数点后两位
- 对于非分区表,查询结果中分区名称同表名
示例
-
创建分区表并查看数据分布:
CREATE TABLE test_show_data_skew
(
id int,
name string,
pdate date
)
PARTITION BY RANGE(pdate)
(
FROM ("2023-04-16") TO ("2023-04-20") INTERVAL 1 DAY
)
DISTRIBUTED BY HASH(id) BUCKETS 5
PROPERTIES (
"replication_num" = "1"
);查看整表数据分布:
SHOW DATA SKEW FROM test_show_data_skew;
+---------------+-----------+-------------+-------------+------------------------------------------------------------------------------------------------------+---------+
| PartitionName | BucketIdx | AvgRowCount | AvgDataSize | Graph | Percent |
+---------------+-----------+-------------+-------------+------------------------------------------------------------------------------------------------------+---------+
| p_20230416 | 0 | 1 | 648 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49.77 % |
| p_20230416 | 1 | 2 | 654 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50.23 % |
| p_20230416 | 2 | 0 | 0 | | 00.00 % |
| p_20230416 | 3 | 0 | 0 | | 00.00 % |
| p_20230416 | 4 | 0 | 0 | | 00.00 % |
| p_20230417 | 0 | 0 | 0 | | 00.00 % |
| p_20230417 | 1 | 0 | 0 | | 00.00 % |
| p_20230417 | 2 | 0 | 0 | | 00.00 % |
| p_20230417 | 3 | 0 | 0 | | 00.00 % |
| p_20230417 | 4 | 2 | 656 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 100.00% |
| p_20230418 | 0 | 0 | 0 | | 00.00 % |
| p_20230418 | 1 | 1 | 648 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 100.00% |
| p_20230418 | 2 | 0 | 0 | | 00.00 % |
| p_20230418 | 3 | 0 | 0 | | 00.00 % |
| p_20230418 | 4 | 0 | 0 | | 00.00 % |
| p_20230419 | 0 | 0 | 0 | | 00.00 % |
| p_20230419 | 1 | 1 | 648 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49.96 % |
| p_20230419 | 2 | 0 | 0 | | 00.00 % |
| p_20230419 | 3 | 1 | 649 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50.04 % |
| p_20230419 | 4 | 0 | 0 | | 00.00 % |
+---------------+-----------+-------------+-------------+------------------------------------------------------------------------------------------------------+---------+ -
查看指定分区的数据分布:
SHOW DATA SKEW FROM test_show_data_skew PARTITION(p_20230416, p_20230418);
+---------------+-----------+-------------+-------------+------------------------------------------------------------------------------------------------------+---------+
| PartitionName | BucketIdx | AvgRowCount | AvgDataSize | Graph | Percent |
+---------------+-----------+-------------+-------------+------------------------------------------------------------------------------------------------------+---------+
| p_20230416 | 0 | 1 | 648 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49.77 % |
| p_20230416 | 1 | 2 | 654 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50.23 % |
| p_20230416 | 2 | 0 | 0 | | 00.00 % |
| p_20230416 | 3 | 0 | 0 | | 00.00 % |
| p_20230416 | 4 | 0 | 0 | | 00.00 % |
| p_20230418 | 0 | 0 | 0 | | 00.00 % |
| p_20230418 | 1 | 1 | 648 | >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 100.00% |
| p_20230418 | 2 | 0 | 0 | | 00.00 % |
| p_20230418 | 3 | 0 | 0 | | 00.00 % |
| p_20230418 | 4 | 0 | 0 | | 00.00 % |
+---------------+-----------+-------------+-------------+------------------------------------------------------------------------------------------------------+---------+ -
查看非分区表的数据分布:
CREATE TABLE test_show_data_skew2
(
id int,
name string,
pdate date
)
DISTRIBUTED BY HASH(id) BUCKETS 5
PROPERTIES (
"replication_num" = "1"
);SHOW DATA SKEW FROM test_show_data_skew2;
+----------------------+-----------+-------------+-------------+---------------------------+---------+
| PartitionName | BucketIdx | AvgRowCount | AvgDataSize | Graph | Percent |
+----------------------+-----------+-------------+-------------+---------------------------+---------+
| test_show_data_skew2 | 0 | 1 | 648 | >>>>>>>>>>>>>>>>>>>>>>>> | 24.73 % |
| test_show_data_skew2 | 1 | 4 | 667 | >>>>>>>>>>>>>>>>>>>>>>>>> | 25.46 % |
| test_show_data_skew2 | 2 | 0 | 0 | | 00.00 % |
| test_show_data_skew2 | 3 | 1 | 649 | >>>>>>>>>>>>>>>>>>>>>>>> | 24.77 % |
| test_show_data_skew2 | 4 | 2 | 656 | >>>>>>>>>>>>>>>>>>>>>>>>> | 25.04 % |
+----------------------+-----------+-------------+-------------+---------------------------+---------+