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Conclusions

As large caches are becoming ubiquitous, multi-level caching is emerging as an important field for innovation. In this paper we have made two major contributions.

We have demonstrated a simple and powerful technique, called PROMOTE, which is significantly superior to the popular DEMOTE technique. For half the bandwidth, PROMOTE provides similar aggregate hit ratios for a variety of workloads, with more hits in the topmost cache. The reduction in bandwidth usage provides huge improvements in average response times when network resources are not abundant. Even in constrained bandwidth cases, unlike DEMOTE, PROMOTE always performs better than a non-exclusive hierarchy of caches. This characteristic is essential for implementation in commercial systems where network usage behavior cannot be predicted. We anticipate the principles in the PROMOTE technique to engender more sophisticated multi-level caching policies in the future.

While improving caching algorithms is important, knowing the theoretical bounds on performance is extremely invaluable. We have provided this much needed knowledge in the form of two very close bounds on the optimal performance. OPT-UB delimits the best possible response time and bandwidth usage for any multi-level caching policy, while, OPT-LB serves as the best known off-line multi-level caching policy that we are aware of. We hope that these new bounds will spur and guide future research in this field.


next up previous
Next: Acknowledgments Up: On Multi-level Exclusive Caching: Previous: Inverted Tree-like Hierarchy
root 2008-01-08