Github user srdo commented on a diff in the pull request: https://github.com/apache/storm/pull/2218#discussion_r129109171 --- Diff: docs/Windowing.md --- @@ -266,3 +266,105 @@ tuples can be received within the timeout period. An example toplogy `SlidingWindowTopology` shows how to use the apis to compute a sliding window sum and a tumbling window average. +## Stateful windowing +The default windowing implementation in storm stores the tuples in memory until they are processed and expired from the +window. This limits the use cases to windows that +fit entirely in memory. Also the source tuples cannot be ack-ed until the window expiry requiring large message timeouts +(topology.message.timeout.secs should be larger than the window length + sliding interval). This also puts extra loads +due to the complex acking and anchoring requirements. + +To address the above limitations and to support larger window sizes, storm provides stateful windowing support via `IStatefulWindowedBolt`. +User bolts should typically extend `BaseStatefulWindowedBolt` for the windowing operations with the framework automatically +managing the state of the window in the background. + +If the sources provide a monotonically increasing identifier as a part of the message, the framework can use this +to periodically checkpoint the last expired and evaluated message ids, to avoid duplicate window evaluations in case of +failures or restarts. During recovery, the tuples with message ids lower than last expired id are discarded and tuples with +message id between the last expired and last evaluated message ids are fed into the system without activating any triggers. --- End diff -- Nit: I'm assuming the triggers referred to here are the TriggerPolicy instances? I don't think triggers are mentioned elsewhere in this doc, could we put a bit about them in?
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