4. Summary

After a comprehensive and systematic analysis process, we have successfully identified the appropriate algorithm combination solutions. For the two algorithm combinations, we have scored them from multiple key dimensions such as adaptability, stability, and correctness, and finally formed a scoring table. With this table, we can intuitively and clearly see the advantages and disadvantages of different algorithm combinations.

Specifically, the combination of ThresholdShedder + LeastResourceUsageWithWeight performs poorly in terms of correctness and is highly prone to issues such as over placement and over unloading. The combination of UniformLoadShedder + LeastLongTermMessageRate has shortcomings in stability and adaptability, making it difficult to effectively cope with heterogeneous environments and short-term traffic fluctuations. In the next chapter, I will fully introduce the design principles of AvgShedder and rate it using the same criteria to demonstrate its significant advantages.