我试图在窗口表达式中确定最后一个非空值:
LAST_VALUE([b]) OVER (ORDER BY Timestamp ASC ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW) AS bf
不幸的是,它不起作用。
我编写了自定义聚合函数,但它也不起作用。
public class LastNonNull<T> : IAggregate<T, T>
where T : class
{
T last;
public override void Init()
{
last = null;
}
public override void Accumulate(T val)
{
if (val != null)
{
last = val;
}
}
public override T Terminate()
{
return last;
}
}
尝试使用:
AGG<DataLakeTest.LastNonNull<string>>([b]) OVER (ORDER BY Timestamp ASC ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW) AS bf
错误E\u CSC\u USER\u UNEXPECTEDOVERCLAUSE:意外的OVER子句。
描述:OVER子句必须跟在排序函数调用之后(例如
作为RANK()或ROW_NUMBER())或组内子句。分辨率:Make
确保OVER子句紧跟在排序函数调用或
组内子句。
使现代化
脚本:
@tb1 = SELECT * FROM
( VALUES
(1, "Val1"),
(2, (string)null),
(3, "Val3"),
(5, (string) null),
(6, (string)null),
(7, "Val7"),
(8, "Val8")
) AS T(Timestamp, a);
@tb1 =
SELECT Timestamp,
??? AS a
FROM @tb1;
OUTPUT @tb1 TO "/test.csv" USING Outputters.Csv(outputHeader: true);
预期输出:
"Timestamp","a"
1,"Val1"
2,"Val1"
3,"Val3"
5,"Val3"
6,"Val3"
7,"Val7"
8,"Val8"
更新2:
不幸的是,我不能使用LAG函数,因为非null值之间的null值计数未知。不能使用交叉连接,因为当我有非常大的表时,处理步骤就会冻结。我目前的解决方案(我不乐意使用):
@tb1 =
SELECT Timestamp,
[a],
[a] != null && [a] != LEAD([a], 1) OVER(ORDER BY Timestamp ASC) AS aSwitch
FROM @tb1;
@tb1 =
SELECT Timestamp,
[a],
SUM(aSwitch ? 1 : 0) OVER(ORDER BY Timestamp ASC ROWS UNBOUNDED PRECEDING) AS aGrp
FROM @tb1;
@tb1 =
SELECT Timestamp,
FIRST_VALUE([a]) OVER(PARTITION BY aGrp ORDER BY Timestamp ASC) AS a
FROM @tb1;
最终解决方案:
public class ReplaceNullReducer : IReducer
{
string lastValue = null;
public override IEnumerable<IRow> Reduce(IRowset input, IUpdatableRow output)
{
foreach (var row in input.Rows)
{
var val = row.Get<string>("a");
if (val != null) lastValue = val;
output.Set<string>("a", lastValue);
output.Set<int>("Timestamp", row.Get<int>("Timestamp"));
yield return output.AsReadOnly();
}
}
}
USQL(出于某种原因,“ALL”选项会触发E\u CSC\u USER\u语法错误,因此我引入了dumb device列):
@tb1 = SELECT * FROM
( VALUES
(1, "Val1", 1),
(2, (string)null, 1),
(3, "Val3", 1),
(5, (string) null, 1),
(6, (string)null, 1),
(7, "Val7", 1),
(8, "Val8", 1)
) AS T(Timestamp, a, device);
@tb1 = REDUCE @tb1 PRESORT [Timestamp] ON device
PRODUCE [Timestamp] int, [a] string
USING new DataLakeTest.ReplaceNullReducer();