Priority Weights¶
priority_weight
defines priorities in the executor queue. The default priority_weight
is 1
, and can be
bumped to any integer. Moreover, each task has a true priority_weight
that is calculated based on its
weight_rule
which defines the weighting method used for the effective total priority weight of the task.
Below are the weighting methods. By default, Airflow’s weighting method is downstream
.
downstream
The effective weight of the task is the aggregate sum of all downstream descendants. As a result, upstream tasks will have higher weight and will be scheduled more aggressively when using positive weight values. This is useful when you have multiple DAG run instances and desire to have all upstream tasks to complete for all runs before each DAG can continue processing downstream tasks.
upstream
The effective weight is the aggregate sum of all upstream ancestors. This is the opposite where downstream tasks have higher weight and will be scheduled more aggressively when using positive weight values. This is useful when you have multiple DAG run instances and prefer to have each DAG complete before starting upstream tasks of other DAG runs.
absolute
The effective weight is the exact priority_weight
specified
without additional weighting. You may want to do this when you
know exactly what priority weight each task should have.
Additionally, when set to absolute
, there is bonus effect of
significantly speeding up the task creation process as for very
large DAGs.
The priority_weight
parameter can be used in conjunction with Pools.