cuckoo-filters: adding some documentation.
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USING: byte-arrays checksums help.markup help.syntax kernel ;
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IN: cuckoo-filters
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HELP: cuckoo-insert
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{ $values { "bytes" byte-array } { "cuckoo-filter" cuckoo-filter } { "?" boolean } }
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{ $description "Insert the data into the " { $snippet "cuckoo-filter" } ", returning " { $link t } " if the data was inserted." }
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{ $notes "Attempting to insert data twice will result in the hashed fingerprint of the data appearing twice and the " { $link cuckoo-filter } " size being incremented twice." } ;
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HELP: cuckoo-lookup
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{ $values { "bytes" byte-array } { "cuckoo-filter" cuckoo-filter } { "?" boolean } }
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{ $description "Lookup the data from the " { $snippet "cuckoo-filter" } ", returning " { $link t } " if the data appears to be a member. This is a probabilistic test, meaning there is a possibility of false positives." } ;
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HELP: cuckoo-delete
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{ $values { "bytes" byte-array } { "cuckoo-filter" cuckoo-filter } { "?" boolean } }
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{ $description "Remove the data from the " { $snippet "cuckoo-filter" } ", returning " { $link t } " if the data appears to be removed." } ;
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ARTICLE: "cuckoo-filters" "Cuckoo Filters"
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"Cuckoo Filters are probabilistic data structures similar to Bloom Filters that provides support for removing elements without significantly degrading space and performance."
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$nl
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"Instead of storing the elements themselves, it stores a fingerprint obtained by using a " { $link checksum } ". This allows for item removal without false negatives (assuming you do not try and remove an item not contained in the filter."
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$nl
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"For applications that store many items and target low false-positive rates, Cuckoo Filters can have a lower space overhead than Bloom Filters."
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$nl
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"More information is available in the paper by Andersen, Kaminsky, and Mitzenmacher titled \"Cuckoo Filter: Practically Better Than Bloom\":"
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$nl
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{ $url "http://www.pdl.cmu.edu/PDL-FTP/FS/cuckoo-conext2014.pdf" } ;
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ABOUT: "cuckoo-filters"
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@ -54,43 +54,43 @@ TUPLE: cuckoo-filter buckets checksum size ;
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: <cuckoo-filter> ( capacity -- cuckoo-filter )
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<cuckoo-buckets> sha1 0 cuckoo-filter boa ;
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:: cuckoo-insert ( obj cuckoo-filter -- ? )
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obj cuckoo-filter tag-indices :> ( tag! i1 i2 )
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:: cuckoo-insert ( bytes cuckoo-filter -- ? )
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bytes cuckoo-filter tag-indices :> ( tag! i1 i2 )
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cuckoo-filter buckets>> :> buckets
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buckets length :> cuckoo-size
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buckets length :> n
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{
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[ tag i1 cuckoo-size mod buckets nth bucket-insert ]
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[ tag i2 cuckoo-size mod buckets nth bucket-insert ]
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[ tag i1 n mod buckets nth bucket-insert ]
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[ tag i2 n mod buckets nth bucket-insert ]
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} 0|| [
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cuckoo-filter [ 1 + ] change-size drop t
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] [
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cuckoo-filter checksum>> :> checksum
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{ i1 i2 } random :> i!
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2 random zero? i1 i2 ? :> i!
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max-cuckoo-count [
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drop
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tag i cuckoo-size mod buckets nth bucket-swap tag!
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tag i n mod buckets nth bucket-swap tag!
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tag i alt-index i!
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tag i cuckoo-size mod buckets nth bucket-insert
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tag i n mod buckets nth bucket-insert
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dup [ cuckoo-filter [ 1 + ] change-size drop ] when
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] find-integer >boolean
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] if ;
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:: cuckoo-lookup ( obj cuckoo-filter -- ? )
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obj cuckoo-filter tag-indices :> ( tag i1 i2 )
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:: cuckoo-lookup ( bytes cuckoo-filter -- ? )
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bytes cuckoo-filter tag-indices :> ( tag i1 i2 )
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cuckoo-filter buckets>> :> buckets
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buckets length :> cuckoo-size
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buckets length :> n
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{
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[ tag i1 cuckoo-size mod buckets nth bucket-lookup ]
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[ tag i2 cuckoo-size mod buckets nth bucket-lookup ]
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[ tag i1 n mod buckets nth bucket-lookup ]
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[ tag i2 n mod buckets nth bucket-lookup ]
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} 0|| ;
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:: cuckoo-delete ( obj cuckoo-filter -- ? )
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obj cuckoo-filter tag-indices :> ( tag i1 i2 )
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:: cuckoo-delete ( bytes cuckoo-filter -- ? )
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bytes cuckoo-filter tag-indices :> ( tag i1 i2 )
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cuckoo-filter buckets>> :> buckets
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buckets length :> cuckoo-size
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buckets length :> n
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{
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[ tag i1 cuckoo-size mod buckets nth bucket-delete ]
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[ tag i2 cuckoo-size mod buckets nth bucket-delete ]
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[ tag i1 n mod buckets nth bucket-delete ]
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[ tag i2 n mod buckets nth bucket-delete ]
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} 0||
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dup [ cuckoo-filter [ 1 - ] change-size drop ] when ;
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