气流不会回填最新运行 [英] Airflow does not backfill latest run

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问题描述

由于某种原因,Airflow似乎不会触发具有每周计划间隔的dag的最新运行。

For some reason, Airflow doesn't seem to trigger the latest run for a dag with a weekly schedule interval.

当前日期:

$ date
$ Tue Aug  9 17:09:55 UTC 2016

DAG:

from datetime import datetime
from datetime import timedelta

from airflow import DAG
from airflow.operators.bash_operator import BashOperator

dag = DAG(
    dag_id='superdag',
    start_date=datetime(2016, 7, 18),
    schedule_interval=timedelta(days=7),
    default_args={
        'owner': 'Jon Doe',
        'depends_on_past': False
    }
)

BashOperator(
    task_id='print_date',
    bash_command='date',
    dag=dag
)

运行调度程序

$ airflow scheduler -d superdag

您需要预计总共有四个DAG运行作为计划er应该回填7 / 18、7 / 25、8 / 1和8/8。
但是,上次运行未安排。

You'd expect a total of four DAG Runs as the scheduler should backfill for 7/18, 7/25, 8/1, and 8/8. However, the last run is not scheduled.

编辑1:

I理解Vineet,尽管这似乎并不能解释我的问题。

I understand that Vineet although that doesn’t seem to explain my issue.

在上面的示例中,DAG的开始日期是7月18日。

In my example above, the DAG’s start date is July 18.


  • 第一次DAG运行:7月18日

  • 第二次DAG运行:7月25日

  • 第三次DAG运行:8月1日

  • 第四次DAG运行:8月8日(未运行)

  • First DAG Run: July 18
  • Second DAG Run: July 25
  • Third DAG Run: Aug 1
  • Fourth DAG Run: Aug 8 (not run)

其中每个DAG运行处理前一周的数据。

Where each DAG Run processes data from the previous week.

今天是8月9日,我希望第四次DAG运行已执行,执行日期为8月8日,该运行日期用于处理最后一周(八月1,直到8月8日)。

Today being Aug 9, I would expect the Fourth DAG Run to have executed with a execution date of Aug 8 which processes data for the last week (Aug 1 until Aug 8) but it doesn’t.

推荐答案

气流始终排在上一个时段。因此,如果您计划在8月9日每天运行一次dag,则它将在8月8日将执行日期定为执行日期。同样,如果计划时间间隔是每周一次,则在8月9日,它将计划在1周后(即8月2日)进行计划,尽管该时间间隔是在8月9日执行的。这只是气流簿记。您可以在气流Wiki( https://cwiki.apache.org/汇合/显示/气流/共同+陷阱):

Airflow always schedules for the previous period. So if you have a dag that is scheduled to run daily, on Aug 9th, it will schedule a run with execution_date Aug 8th. Similarly if the schedule interval is weekly, then on Aug 9th, it will schedule for 1 week back i.e. Aug 2nd, though this gets run on Aug 9th itself. This is just airflow bookkeeping. You can find this in the airflow wiki (https://cwiki.apache.org/confluence/display/AIRFLOW/Common+Pitfalls):


了解执行日期
ETL需求的解决方案。在ETL世界中,通常会汇总数据。因此,如果我想总结2016-02-19的数据,我会在格林尼治标准时间2016-02-20午夜进行,这将在2016-02-19的所有数据可用之后。
此日期在Jinja和Python可调用上下文中都可用,如此处所述。注意,ds指的是date_string,而不是日期开始,这可能会使某些人感到困惑。

Understanding the execution date Airflow was developed as a solution for ETL needs. In the ETL world, you typically summarize data. So, if I want to summarize data for 2016-02-19, I would do it at 2016-02-20 midnight GMT, which would be right after all data for 2016-02-19 becomes available. This date is available to you in both Jinja and a Python callable's context in many forms as documented here. As a note ds refers to date_string, not date start as may be confusing to some.

这篇关于气流不会回填最新运行的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持IT屋!

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