In cumulative aggregation, for each valid-time element of the valid-time partitioning (produced by either dynamic or static valid-time partitioning), the aggregate is applied to all tuples associated with that valid-time element.
The value of the aggregate at any event is the value computed over the partitioning element that contains that event.