Ziyu Shao

Dynamic Tuple Scheduling with Prediction for Data Stream Processing Systems

2019

For data stream processing systems such as Apache Heron, workload imbalance across processing instances often causes significant system performance degradation. To mitigate such issues, Apache Heron leverages a naive throttling-based back-pressure scheme, which may lead …