A method to protect Bloom filters from soft errors

Abstract

Bloom filters are used in many computing and networking applications where they provide a simple method to test if an element is present in a set. In some of those systems, reliability is a major concern and therefore the Bloom filters should be protected to ensure that errors do not affect the system behavior. One of the most common type of errors in electronic implementations of Bloom filters are radiation induced soft errors. Soft errors can corrupt the contents of a Bloom filter causing false positives and false negatives. Error Correction Codes (ECCs) can be used to protect the Bloom filter so that for example single bit errors are detected and corrected. However, the use of ECCs impacts the implementation area, power and delay. In this paper, a method to efficiently protect the contents of a Bloom filter is presented. The scheme exploits the different effects at the system level of false positives and false negatives to achieve effective error protection at lower cost than that of a traditional ECC. To illustrate the benefits of the proposed method, a case study is presented where the proposed implementation is compared with the use of a traditional Hamming ECC

Optimizing Bloom Filter: Challenges, Solutions, and Comparisons

“…For example, Reviriego et. al propose to use a parity to detect soft errors [146]. Then upon an error detection, all the bits on that word of the error were set to 1 so that false negatives were avoided.…”

Soft Error Tolerant Count Min Sketches

“…An alternative, when the memory is used for a particular data structure or application, is to design protection schemes that exploit the application or data structure properties to provide protection against errors. Such algorithmic based error tolerant schemes have for example been developed for Bloom filters [14].…”