适用于:
Databricks SQL
Databricks Runtime
指定运行聚合或分析窗口函数的分区中的行的滑动子集。
语法
{ frame_mode frame_start |
frame_mode BETWEEN frame_start AND frame_end } }
frame_mode
{ RANGE | ROWS }
frame_start
{ UNBOUNDED PRECEDING |
offset_start PRECEDING |
CURRENT ROW |
offset_start FOLLOWING }
frame_end
{ offset_stop PRECEDING |
CURRENT ROW |
offset_stop FOLLOWING |
UNBOUNDED FOLLOWING }
参数
frame_mode
ROWS
如果已指定,则滑动窗口框架将以当前行之前或之后的行的形式表示。
RANGE
如果指定,窗口函数必须指定具有ORDER BY单个表达式
obExpr的子句。然后将滑动窗口的边界表示为从当前行的
obExpr算起的偏移量。
frame_start
滑动窗口框架相对于当前行的起始位置。
无界前进
指定窗口框架从分区的开头位置开始。
紧接在offset_start之前的
如果模式为
ROWS,则offset_start是正整数文本数字,用于定义框架从当前行之前的多少行处开始。如果模式为
RANGE,则offset_start是可以从obExpr中减去的正文本类型值。 框架从obExpr大于或等于当前行处的obExpr - offset_start的分区的第一行处开始。现行排
指定框架从当前行处开始。
后面的 offset_start
如果模式为
ROWS,则offset_start是正整数文本数字,用于定义帧从当前行之后的多少行处开始。 如果模式为RANGE,则offset_start是可以与obExpr相加的正文本类型值。 框架从obExpr大于或等于当前行处的obExpr + offset_start的分区的第一行处开始。
frame_stop
滑动窗口框架相对于当前行的结束位置。
如果未指定,则框架将在当前行处停止。 滑动窗口的结束位置必须大于窗口框架的开始位置。
前面offset_stop
如果 frame_mode 为
ROWS,则offset_stop是正整数文本数字,用于定义框架在当前行之前的多少行处停止。 如果 frame_mode 为RANGE,则offset_stop是与offset_start类型相同的正文本值。 框架在obExpr小于或等于当前行处的obExpr - offset_stop的分区的最后一行处结束。现行排
指定框架在当前行处停止。
offset_stop关注
如果 frame_mode 为
ROWS,则offset_stop是正整数文本数字,用于定义框架在当前行之后的多少行处结束。 如果 frame_mode 为RANGE,则offset_stop是与offset_start类型相同的正文本值。 框架在obExpr小于或等于当前行处的obExpr + offset_stop的分区的最后一行处结束。无界追随
指定窗口框架在分区的末尾处停止。
示例
> CREATE TABLE employees
(name STRING, dept STRING, salary INT, age INT);
> INSERT INTO employees
VALUES ('Lisa', 'Sales', 10000, 35),
('Evan', 'Sales', 32000, 38),
('Fred', 'Engineering', 21000, 28),
('Alex', 'Sales', 30000, 33),
('Tom', 'Engineering', 23000, 33),
('Jane', 'Marketing', 29000, 28),
('Jeff', 'Marketing', 35000, 38),
('Paul', 'Engineering', 29000, 23),
('Chloe', 'Engineering', 23000, 25);
-- ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW: cumulative sum of salary within each department.
> SELECT name,
dept,
salary,
SUM(salary) OVER (PARTITION BY dept ORDER BY salary
ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW) AS running_total
FROM employees;
Fred Engineering 21000 21000
Chloe Engineering 23000 44000
Tom Engineering 23000 67000
Paul Engineering 29000 96000
Jane Marketing 29000 29000
Jeff Marketing 35000 64000
Lisa Sales 10000 10000
Alex Sales 30000 40000
Evan Sales 32000 72000
-- ROWS BETWEEN 1 PRECEDING AND 1 FOLLOWING: moving average over three adjacent rows.
> SELECT name,
dept,
salary,
ROUND(AVG(salary) OVER (PARTITION BY dept ORDER BY salary
ROWS BETWEEN 1 PRECEDING AND 1 FOLLOWING)) AS moving_avg
FROM employees;
Fred Engineering 21000 22000
Chloe Engineering 23000 22333
Tom Engineering 23000 25000
Paul Engineering 29000 26000
Jane Marketing 29000 32000
Jeff Marketing 35000 32000
Lisa Sales 10000 20000
Alex Sales 30000 24000
Evan Sales 32000 31000
-- ROWS BETWEEN CURRENT ROW AND UNBOUNDED FOLLOWING: sum from the current row to the end of the partition.
> SELECT name,
dept,
salary,
SUM(salary) OVER (PARTITION BY dept ORDER BY salary
ROWS BETWEEN CURRENT ROW AND UNBOUNDED FOLLOWING) AS remaining_total
FROM employees;
Fred Engineering 21000 96000
Chloe Engineering 23000 75000
Tom Engineering 23000 52000
Paul Engineering 29000 29000
Jane Marketing 29000 64000
Jeff Marketing 35000 35000
Lisa Sales 10000 72000
Alex Sales 30000 62000
Evan Sales 32000 32000
-- RANGE BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW: cumulative sum using value-based range.
-- Unlike ROWS mode, RANGE groups rows with equal `ORDER BY` values together.
> SELECT name,
dept,
salary,
SUM(salary) OVER (PARTITION BY dept ORDER BY salary
RANGE BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW) AS range_total
FROM employees;
Fred Engineering 21000 21000
Chloe Engineering 23000 67000
Tom Engineering 23000 67000
Paul Engineering 29000 96000
Jane Marketing 29000 29000
Jeff Marketing 35000 64000
Lisa Sales 10000 10000
Alex Sales 30000 40000
Evan Sales 32000 72000
-- RANGE BETWEEN 5000 PRECEDING AND 5000 FOLLOWING: sum of salaries within +/- 5000 of the current row's salary.
> SELECT name,
dept,
salary,
SUM(salary) OVER (PARTITION BY dept ORDER BY salary
RANGE BETWEEN 5000 PRECEDING AND 5000 FOLLOWING) AS nearby_total
FROM employees;
Fred Engineering 21000 67000
Chloe Engineering 23000 67000
Tom Engineering 23000 67000
Paul Engineering 29000 75000
Jane Marketing 29000 64000
Jeff Marketing 35000 35000
Lisa Sales 10000 10000
Alex Sales 30000 92000
Evan Sales 32000 62000
-- Comparing ROWS vs RANGE: the difference is visible when there are duplicate `ORDER BY` values.
-- With ROWS, `Chloe` and `Tom` have different running totals because each row is counted individually.
-- With RANGE, `Chloe` and `Tom` have the same total because they share the same salary value.
> SELECT name,
salary,
SUM(salary) OVER (ORDER BY salary
ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW) AS rows_total,
SUM(salary) OVER (ORDER BY salary
RANGE BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW) AS range_total
FROM employees
WHERE dept = 'Engineering';
Fred 21000 21000 21000
Chloe 23000 44000 67000
Tom 23000 67000 67000
Paul 29000 96000 96000