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November 09, 2020: talk about the similarities and differences between the bulon filter and the cuckoo filter?
2020-11-09 22:37:00 【Fuda Dajia architect's daily question】
Fogo's answer 2020-11-09:
The same thing : It's all filters .
Difference : Algorithm : There are many bloon filters hash function . Cuckoo filter uses cuckoo hash algorithm . Can you delete : The bloon filter cannot delete elements . Cuckoo filter can delete elements , There may be some mistakes . Whether space is 2 The index of : Bloon filters don't need 2 The index of . The cuckoo filter has to be 2 The index of . Space utilization : Under the same misjudgment , Cuckoo saves space 40% many . Query performance : The query performance of Bloom filter is weak , The reason is that more than one hash function , Large memory span , Cache row hit rate is low . Cuckoo filter has low memory access times , It's relatively efficient . Hash correlation : There's nothing to do with the functions of the bloom filter . The two hash functions of cuckoo filter can be derived from each other , There's a relationship between the two , Yes 【 Space is 2 The index of 】 and 【 Bitwise AND 】. Insert the same element repeatedly : The bulon filter is naturally provided with repeated filtration . Cuckoo filters can have a run cycle problem .
Redis Bron Bloom filter The bloon filter is out of date , The future belongs to the cuckoo filter ? 【Redis Chapter 7 】 Interview bonus : Cache penetration , The bloon filter - Counting filter - Cuckoo filter ( Good writing 005)
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