math.cardinality: adding a cardinality estimator.

db4
John Benediktsson 2012-09-08 14:00:36 -07:00
parent ec4aaee505
commit 7e9f3d665b
3 changed files with 38 additions and 0 deletions

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John Benediktsson

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! Copyright (C) 2012 John Benediktsson
! See http://factorcode.org/license.txt for BSD license
USING: help.markup help.syntax layouts math sequences ;
IN: math.cardinality
HELP: trailing-zeros
{ $values { "m" number } { "n" number } }
{ $description "Counts the number of trailing 0 bits in " { $snippet "m" } ", returning " { $link fixnum-bits } " if the number is zero." } ;
HELP: estimate-cardinality
{ $values { "seq" sequence } { "k" number } { "n" number } }
{ $description "Estimates the number of unique elements in " { $snippet "seq" } "." $nl "The number " { $snippet "k" } " controls how many bits of hash to use, creating " { $snippet "2^k" } " buckets." } ;

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! Copyright (C) 2012 John Benediktsson
! See http://factorcode.org/license.txt for BSD license
USING: arrays kernel layouts locals math math.functions
math.order math.statistics sequences ;
IN: math.cardinality
GENERIC: trailing-zeros ( m -- n )
M: fixnum trailing-zeros
[ fixnum-bits ] [
0 [ over even? ] [ [ 2/ ] [ 1 + ] bi* ] while nip
] if-zero ;
:: estimate-cardinality ( seq k -- n )
k 2^ :> num_buckets
num_buckets 0 <array> :> max_zeros
seq [
hashcode >fixnum :> h
h num_buckets 1 - bitand :> bucket
h k neg shift :> bucket_hash
bucket max_zeros [
bucket_hash trailing-zeros max
] change-nth
] each
max_zeros [ mean 2 swap ^ ] [ length * ] bi 0.79402 * ;