On achieving interactive consistency in real-world distributed systems

摘要

Interactive consistency is the problem in which n distinct nodes, each having its own private value, where up to t may be Byzantine, run an algorithm that allows all non-faulty nodes to infer the values of each other node. This problem is relevant to critical applications that rely on the combination of the opinions of multiple peers to provide a service. Examples include monitoring a content source to prevent equivocation or to track variability in the content provided, and resolving divergent state amongst the nodes of a distributed system. Previous works assume a fully synchronous system, where one can make strong assumptions such as negligible message delivery delays and/or detection of absent messages. However, practical, real-world systems are mostly asynchronous, i.e., they exhibit only some periods of synchrony during which message delivery is timely, thus requiring a different approach. In this paper, we present a thorough study of practical interactive consistency. We leverage the vast prior work on broadcast and Byzantine consensus algorithms to design, implement and evaluate a set of randomized algorithms, with only a single synchronization barrier and varying message complexities, that can be used to achieve interactive consistency in real-world distributed systems. We present formal proofs of correctness and message complexity of our proposed algorithms. We provide a complete, open-source implementation of each proposed interactive consistency algorithm by building a multi-layered software stack of algorithms that includes several broadcast algorithms, as well as a binary and a multi-valued consensus algorithm. Most of these algorithms have never been implemented and evaluated in a real system before. Finally, we analyze the performance of our suite of algorithms experimentally by testing both single instance and multiple parallel instances of each alternative and present a case study of achieving interactive consistency in a real-world distributed e-voting system.