如何用flink sql写,3h,7h,1d内pv,uv

2021/8/24 19:38:05

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一个同学在群里问的这个问题,刚好好久没写过window 的sql了,玩一玩

手上没有环境,一起从简了

使用 datagen 生成数据,id 随机生成,最小值

输出直接到 console 窗口

-- flink window tvf calc pv&uv
create table if not exists datagen_source (
    id        int
    ,name     string
    ,sex      string
    ,age      int
    ,birthday string
    ,proc_time as proctime()
) with (
    'connector' = 'datagen'
    ,'rows-per-second' = '10000'
    ,'fields.id.kind' = 'random'
    ,'fields.id.min' = '1'
    ,'fields.id.max' = '2000000'
);

create table if not exists print_sink(
    start_time string
    ,end_time string
    ,pv  bigint
    ,uv  bigint
) with (
    'connector' = 'print'
);

insert into print_sink
select
 date_format(window_start, 'HH:mm:ss')
 , date_format(window_end, 'HH:mm:ss')
 , count(id)
 , count(distinct id)
  FROM TABLE(
    TUMBLE(TABLE datagen_source, DESCRIPTOR(proc_time), INTERVAL '10' SECOND ))
  GROUP BY window_start, window_end
union all
select
 date_format(window_start, 'HH:mm:ss')
 , date_format(window_end, 'HH:mm:ss')
 , count(id)
 , count(distinct id)
  FROM TABLE(
    TUMBLE(TABLE datagen_source, DESCRIPTOR(proc_time), INTERVAL '20' SECOND ))
  GROUP BY window_start, window_end
  union all
select
 date_format(window_start, 'HH:mm:ss')
 , date_format(window_end, 'HH:mm:ss')
 , count(id)
 , count(distinct id)
  FROM TABLE(
    TUMBLE(TABLE datagen_source, DESCRIPTOR(proc_time), INTERVAL '30' SECOND ))
  GROUP BY window_start, window_end
  ;

查看结果:

+I[10:45:00, 10:45:20, 20000, 19900]   #  20 s
+I[10:45:10, 10:45:20, 20000, 19913]   #  10 s
+I[10:45:00, 10:45:30, 120000, 116420] #  30 s
+I[10:45:20, 10:45:30, 100000, 97497]
+I[10:45:30, 10:45:40, 100000, 97558]
+I[10:45:20, 10:45:40, 200000, 190314]

流图:

功能倒是实现了,有点麻烦的是,现在 SQL api 没有 trigger,不能中途输出计算结果,几分钟的窗口结束的时候输出数据还可以,小时、天的窗口,要窗口结束才输出一次结果,那还不如跑离线

注: Window TVF 支持 GROUPING SETS、ROLLUP、CUBE

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