WSEAS Transactions on Computers
Print ISSN: 1109-2750, E-ISSN: 2224-2872
Volume 12, 2013
Blocking and Non-Blocking Concurrent Hash Tables in Multi-Core Systems
Authors: ,
Abstract: Widespread use of multi-core systems demand highly parallel applications and algorithms in everyday computing. Parallel data structures, which are basic building blocks of concurrent algorithms, are hard to design in a way that they remain both fast and simple. By using mutual exclusion they can be implemented with little effort, but blocking synchronization has many unfavorable properties, such as delays, performance bottleneck and being prone to programming errors. Non-blocking synchronization, on the other hand, promises solutions to the aforementioned drawbacks, but often requires complete redesign of the algorithm and the underlying data structure to accommodate the needs of atomic instructions. Implementations of parallel data structures satisfy different progress conditions: lock based algorithms can be deadlock-free or starvation free, while non-blocking solutions can be lock-free or wait-free. These properties guarantee different levels of progress, either system-wise or for all threads. We present several parallel hash table implementations, satisfying different types of progress conditions and having various levels of implementation complexity, and discuss their behavior. The performance of different blocking and non-blocking implementations will be evaluated on a multi-core machine.
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Keywords: blocking synchronization, non-blocking synchronization, hash table, mutual exclusion, lock-free, wait-free