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Exploring Tradeoffs in Failure Detection in P2P Networks Shelley Zhuang, Ion Stoica, Randy Katz Sahara Retreat January, 2003.

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Presentation on theme: "Exploring Tradeoffs in Failure Detection in P2P Networks Shelley Zhuang, Ion Stoica, Randy Katz Sahara Retreat January, 2003."— Presentation transcript:

1 Exploring Tradeoffs in Failure Detection in P2P Networks Shelley Zhuang, Ion Stoica, Randy Katz Sahara Retreat January, 2003

2 Problem Statement One of the key challenges to achieve robustness in overlay networks: quickly detect a node failure Canonical solution: each node periodically pings its neighbors Study the fundamental limitations and tradeoffs between detection time, control overhead, and probability of false positives Determine the optimal control resource allocation strategy for a given network topology, failure rate, and load distribution

3 Network Model P2P system with n nodes Each node A knows d other nodes Average path length = l

4 Failure Model Failure rate of each node is λ f Node up-time ~ i.i.d. T = exponential(λ f ) Failstop failures If a neighbor is lost, a node can use another neighbor to route the packet w/o affecting the path length

5 Packet Loss Probability δ = average time it takes a node to detect that a neighbor has failed Probability that a node forwards a packet to a neighbor that has failed is 1- e -λ f δ  δλ f P(T-t  δ | T  t) = P(T<=δ) Probability that the packet is lost is p l  lδλ f δ T pdf

6 Aliveness Techniques Baseline –Each node sends a ping message to each of its neighbors every Δ seconds A BC D

7 Aliveness Techniques Information Sharing –Piggyback failures of neighbors in acknowledgement messages –Best case: completely connected graph of degree d BC DA

8 Aliveness Techniques Information Sharing with Boosting –When a node detects failure of a neighbor, D, it announces to all other nodes that have D as their neighbor –Best case: completely connected graph of degree d BC DA

9 Case Studies d-regular network Chord (PROBE_TO_THRESH) Constant overhead: T seconds, S probes Δ = Td/S Tradeoff between loss probability and size of neighborset, d

10 d-Regular Network Packet Loss Probability

11 Chord Packet Loss Probability Sharing w/ boosting (simple)

12 Chord Probability of False Positive 0. 0000337177 3baseline 0. 0000121711 10boosting

13 Conclusion Analyzed packet loss probability in a d-regular network Examined four keep-alive techniques in Chord By carefully designing keep-alive algorithms, it is possible to significantly reduce packet loss probability w/o additional control overhead Boosting can achieve both lower packet loss probability and probability of false positive than baseline


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