我在hadoop中有一个表,其中有不同传感器单元的采样时间数据 ts
1毫秒。我可以使用impala中的以下查询,使用不同聚合函数的组合对单个单元的数据进行重采样(假设我想使用 LAST_VALUE()
作为聚合函数):
SELECT DISTINCT *
from ( select ts_resample, unit,
last_value(Val1) over (partition by ts_resample order by ts rows between unbounded preceding and unbounded following) as Val1,
last_value(Val2) over (partition by ts_resample order by ts rows between unbounded preceding and unbounded following) as Val2
from (
SELECT cast(cast(unix_timestamp(cast(ts/1000 as TIMESTAMP))/300 as bigint)*300 as TIMESTAMP) as ts_resample,
ts as ts, unit as unit, Val1 as Val1, Val2 as Val2
FROM Sensor_Data.Table1 WHERE unit='Unit1') as t) as tt
如果我为一个单元运行这个查询,那么我得到的是正确的asnwer,没有问题。
但是如果我想根据一些聚合函数对每个单元的数据进行重采样,例如。 LAST_VALUE()
然后我得到了错误的答案和重采样结果为每个单位是相同的,虽然我有不同的数据为每个单位。下面给出了我正在运行的查询,我没有在其中指定任何单位 WHERE
条款:
SELECT DISTINCT *
from(
select ts_resample, unit,
last_value(Val1) over (partition by ts_resample order by ts rows between unbounded preceding and unbounded following) as Val1,
last_value(Val2) over (partition by ts_resample order by ts rows between unbounded preceding and unbounded following) as Val2
from (
SELECT cast(cast(unix_timestamp(cast(ts/1000 as TIMESTAMP))/300 as bigint)*300 as TIMESTAMP) as ts_resample,
ts as ts, unit as unit, Val1 as Val1, Val2 as Val2
FROM Sensor_Data.Table1) as t) as tt
使用上述查询数据中现有三个单位得到的结果如下:
ts_resample unit Val1 Val2
2020-12-01 00:00:00 unit1 0.8974 10.485
2020-12-01 00:00:00 unit2 0.8974 10.485
2020-12-01 00:00:00 unit3 0.8974 10.485
2020-12-01 00:05:00 unit1 0.9041 11.854
2020-12-01 00:05:00 unit2 0.9041 11.854
2020-12-01 00:05:00 unit3 0.9041 11.854
实际上我想得到每个单位的最后一个值,每个单位的值是不同的。如下所示:
ts_resample unit Val1 Val2
2020-12-01 00:00:00 unit1 0.8974 10.485
2020-12-01 00:00:00 unit2 0.9014 11.954
2020-12-01 00:00:00 unit3 0.7854 10.821
2020-12-01 00:05:00 unit1 0.9841 11.125
2020-12-01 00:05:00 unit2 0.8742 10.963
2020-12-01 00:05:00 unit3 0.9632 11.784
有人能告诉我我的问题是什么吗?
谢谢
1条答案
按热度按时间2ekbmq321#
我通过使用ts\u重采样在分区中提供单元信息来解决这个问题。最终解决方案如下:
在这之后,我得到了我想要的结果,并在我的问题中显示出来。