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This enhancement proposes an improvement to the current behavior of Window Evictor, by providing more control on how the elements are to be evicted from the Window. Original Design Document of this proposal can be found here

Status

Current state: Under Discussion

Discussion threadhttp://apache-flink-mailing-list-archive.1008284.n3.nabble.com/DISCUSS-Enhance-Window-Evictor-in-Flink-td12406.html

JIRAhttps://issues.apache.org/jira/browse/FLINK-4174

Released: 

Please keep the discussion on the mailing list rather than commenting on the wiki (wiki discussions get unwieldy fast).

Motivation

Right now, the ability of Window Evictor is limited

  • The Evictor is called only before the WindowFunction. (There can be use cases where the elements have to be evicted after the WindowFunction is applied)
  • Elements are evicted only from the beginning of the Window. (There can be cases where we need to allow eviction of elements from anywhere within in the Window as per the eviction logic that user wish to implement)

The current interface of Evictor is this:

Evictor.java
public interface Evictor<T, W extends Window> extends Serializable {
/**
* Computes how many elements should be removed from the pane. The result specifies how
* many elements should be removed from the beginning. *
* @param elements The elements currently in the pane.
* @param size The current number of elements in the pane.
* @param window The {@link Window} */
int evict(Iterable<StreamRecord<T>> elements, int size, W window); 
}

The Evictor gets an Iterable for all the window elements and the number of elements in the window. Then it can return a number that specifies how many elements should be evicted, starting from the beginning of the window buffer.

Public Interfaces

  • Changes to the Evictor interface :  addition of two new methods evictBefore and evictAfter, removal of the existing evict method
  • Corresponding changes to CountEvicot, DeltaEvictor
  • Renaming of the existing TimeEvictor as ProcessingTimeEvictor(since the current behavior of TimeEvictor does not consider the EventTime of the records) and addition of new class EventTimeEvictor.
  • New overloaded method CountEvictor.of() that takes an additional parameter doEvictAfter, which decides whether to do eviction after the WindowFunction.
  • Similar overloaded methods in DeltaEvictor, ProcessingTimeEvictor and EventTimeEvictor.

Proposed Changes

We propose to change the interface of Evictor to this

Evictor.java
public interface Evictor<T, W extends Window> extends Serializable {

   /**
    * Optionally evicts elements. Called before windowing function.
    * @param elements The elements currently in the pane.
    * @param size The current number of elements in the pane.
    * @param window The {@link Window}
    * @param evictorContext The context for the Evictor
     */
   void evictBefore(Iterable<StreamRecord<T>> elements, int size, W window, EvictorContext evictorContext);

   /**
    * Optionally evicts elements. Called after windowing function.
    * @param elements The elements currently in the pane.
    * @param size The current number of elements in the pane.
    * @param window The {@link Window}
    * @param evictorContext The context for the Evictor
    */
   void evictAfter(Iterable<StreamRecord<T>> elements, int size, W window, EvictorContext evictorContext);
 
  /**
   * A context object that is given to {@link Evictor} methods
   */
   interface EvictorContext {}

The Evictor has two methods, evictBefore  - called before the WindowFunction - and evictAfter - called after the WindowFunction. These methods receive an Iterable of all the elements in the pane and the number of elements in the pane. Evictor can choose to remove elements from the Iterable based on any condition that a user wishes to implement. The EvictorContext is an interface very similar to TriggerContext but for Evictors, I’m omitting it for brevity.

This model allows to express everything that was possible with the current model but also 

  • Allows eviction of elements from the “middle” of the buffer. 

  • Allows eviction to be done before and/or after the WindowFunction.

CountEvictor, DeltaEvictor, ProcessingTimeEvictor and EventTimeEvictor by default will evict elements before the window function. 

DeltaEvictor will always iterate through the entire elements and evict if the element has higher delta than the threshold. EventTimeEvictor will iterate through all the elements and remove the elements with timestamp <= evictCutoff. ProcessingTimeEvictor will evict elements from the window till it finds the first element that has a timestamp <= the evictCutoff (Since we are not concerned about out-of-order events). CountEvictor will only iterate through the elements till the count of elements in the window is reduced to specified size. 

Overloaded method in DeltaEvictor to make the Evictor evict after the windowFunction:

DeltaEvictor.java
    /**
	 *
	 * @param threshold The threshold
	 * @param deltaFunction The {@code DeltaFunction}
	 * @param doEvictAfter Whether eviction should be done after window function
     * @return
     */
	public static <T, W extends Window> DeltaEvictor<T, W> of(double threshold, DeltaFunction<T> deltaFunction, boolean doEvictAfter) {
		return new DeltaEvictor<>(threshold, deltaFunction, doEvictAfter);
	}

Similar overloaded methods are added to CountEvictor, EventTimeEvictor and ProcessingTimeEvictor.

Compatibility, Deprecation, and Migration Plan

  • Users currently using TimeEvictor will have to refactor the code to use ProcessingTimeEvictor.
  • Users currently using DeltaEvictor will have to be aware that the new implementation will apply the delta function to all the elements in the window(not till it finds the first element in the pane)
  • Users who have currently implemented a custom Evictor will have to adapt to the new interface of the Evictor.
  • CountEvictor will behave the same even after these changes.
  • By default, all Evictors will evict before the WindowFunction, which matches the existing behavior.
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