variety-0.3.0.0: src/Codec/Arithmetic/Combinatorics.hs
{-# LANGUAGE BangPatterns #-}
-- | Optimal codes for combinatorial objects.
--
-- The integer on which a combinatorial objects is mapped is typically
-- called its rank. Below are implementations of ranking and unranking
-- algorithms for the indexes of common combinatorial objects in the
-- lexicographic enumeration of objects of the same parameters.
module Codec.Arithmetic.Combinatorics
( -- * Multiset Permutations
-- | [Multiset permutations]
-- (https://en.wikipedia.org/wiki/Permutation#Permutations_of_multisets)
-- are ways to order the elements of a set where elements may appear
-- more than once. The number of such permutations is equal to the
-- multinomial coefficient with the same parameters: \[ {n \choose
-- k_{1}, k_{2}, \ldots, k_{m}} = \frac{n!}{k_{1}! k_{2}! \cdots
-- k_{m}!} ~~~~~\mathrm{where}~~~~~ n = \sum_i k_i \]
encodeMultisetPermutation
, decodeMultisetPermutation
, rankMultisetPermutation
, unrankMultisetPermutation
, multinomial
-- * Permutations
-- | A [permutation](https://en.wikipedia.org/wiki/Permutation) is an
-- ordering of the objects of a set of distinct elements. The number
-- of permutations of a set of \(n\) elements is \(n!\).
, encodePermutation
, decodePermutation
, rankPermutation
, unrankPermutation
, factorial
-- * Combinations
-- | A [combination](https://en.wikipedia.org/wiki/Combination) is a
-- selection of \(k\) elements from a set of size \(n\). The number of
-- combinations for parameters \(n\) and \(k\) is given by the
-- binomial coefficient: \[ {n \choose k} = \frac{n!}{k! (n-k)!} \]
, encodeCombination
, decodeCombination
, rankCombination
, unrankCombination
, choose
-- * Multisets
-- | A [multiset](https://en.wikipedia.org/wiki/Multiset) is a set
-- where elements may appear more than once. The number of multisets
-- of size \(n\) with at most \(m\) distinct elements is equivalent to
-- a certain combination when counting the number of ways to
-- distribute \(n\) identical elements to \(m\) bins (see [stars and
-- bars](https://en.wikipedia.org/wiki/Stars_and_bars_(combinatorics\))):
-- \[ {n + m - 1 \choose m - 1} \] or referred to as the "multiset
-- coefficient": \[ \left(\!\!{m \choose n}\!\!\right) = {m + n - 1
-- \choose n} = \frac{(n + m - 1)!}{n!(m-1)!} \]
, encodeMultiset
, decodeMultiset
, rankMultiset
, unrankMultiset
, multichoose
-- * Multisets with Positive Counts
-- | A special class of multisets where each of the \(m\) distinct
-- elements appears at least once.
, encodeMultiset1
, decodeMultiset1
, rankMultiset1
, unrankMultiset1
, multichoose1
) where
import Control.Exception (assert)
import Data.Maybe (fromJust)
import qualified Data.Set as S
import qualified Data.List as L
import Data.Map.Strict (Map)
import qualified Data.Map.Strict as M
import qualified Math.Combinatorics.Exact.Factorial as E (factorial)
import qualified Codec.Arithmetic.Variety as Var
import Codec.Arithmetic.Variety.BitVec (BitVec)
import qualified Codec.Arithmetic.Variety.BitVec as BV
err :: String -> a
err = error . ("Combinatorics." ++)
--------------------------
-- MULTISET PERMUTATION --
--------------------------
-- | Encode a multiset permutation into a bit vector. Returns the count
-- of each element in the set and the code as a vector of length equal
-- to the multinomial coefficient with those counts.
encodeMultisetPermutation :: Ord a => [a] -> ([(a,Int)], BitVec)
encodeMultisetPermutation = fmap (uncurry Var.encode1)
. rankMultisetPermutation
-- | Try to decode a multiset permutation at the head of a bit vector,
-- given the count of each element in the set. If successful, returns
-- the decoded multiset permutation and the remainder of the `BitVec`
-- stripped of the permutation's code. Returns @Nothing@ if the bit
-- vector doesn't contain enough bits to specify a multiset permutation
-- of the given parameters.
decodeMultisetPermutation :: Ord a => [(a,Int)] -> BitVec -> Maybe ([a], BitVec)
decodeMultisetPermutation aks bv | BV.length bv0 < len = Nothing
| otherwise = Just (msp, bv1)
where
base = multinomial $ snd <$> aks
len = Var.codeLen1 base
(bv0,bv1) = BV.splitAt len bv
msp = unrankMultisetPermutation aks $ BV.toInteger bv0
-- | Rank a multiset permutation. Returns the count of each element in
-- the set, the rank and the total number of permutations with those
-- counts (the multinomial coefficient).
rankMultisetPermutation :: Ord a => [a] -> ([(a,Int)], (Integer, Integer))
rankMultisetPermutation msp = ( M.toList counts
, (index, coef0) )
where
counts = L.foldl' (\m k -> M.insertWith (+) k 1 m) M.empty msp
total0 = sum counts
coef0 = E.factorial total0
`div` product (E.factorial <$> counts)
index = sum $ go (fromIntegral total0) coef0 counts msp
go :: Ord a => Integer -> Integer -> Map a Int -> [a] -> [Integer]
go _ _ _ [] = []
go total coef m (a:as) = sum lowerSubCoefs :
go total' coef' m' as
where
(lt,eq,_) = M.splitLookup a m
total' = total - 1 -- decrement `total` by 1
lowerSubCoefs = (`div` total) . (coef *) . fromIntegral <$> lt
n = fromJust eq
n' = n - 1 -- decrement `a`'s count by 1
coef' = (coef * fromIntegral n) `div` total -- rm `n` factor from denom
m' = M.update (\_ -> if n' == 0 then Nothing else Just n')
a m
-- | Reconstruct a multiset permutation, given the count of each element
-- in the set and a rank.
unrankMultisetPermutation :: Ord a => [(a,Int)] -> Integer -> [a]
unrankMultisetPermutation l i0
| any ((< 0) . snd) l = err' "negative count"
| i0 < 0 || i0 >= coef0 = err' $ "out of bounds: " ++ show (i0,coef0)
| otherwise = go (fromIntegral total0) coef0 counts i0
where
err' = err . ("unrankMultisetPermutation: " ++)
counts = M.fromList $ filter ((> 0) . snd) l
total0 = sum counts
coef0 = E.factorial total0
`div` product (E.factorial <$> counts)
go total coef m i | M.null m = []
| otherwise = a : go total' coef' m' i'
where
total' = total - 1 -- decrement `total` by 1
subCoefs = (`div` total) . (coef *) . fromIntegral <$> m
(a, lowerSubCoefsSum, coef') = findBin 0 $ M.toList subCoefs
i' = i - lowerSubCoefsSum -- update index to local bin
m' = M.update (\n -> if n == 1 then Nothing else Just $ n - 1)
a m
findBin _ [] = err "impossible"
findBin acc ((el,subCoef):ascs)
| null ascs || acc' > i = (el, acc, subCoef)
| otherwise = findBin acc' ascs
where acc' = acc + subCoef
-- | Computes the multinomial coefficient given a list of counts
-- \(k_i\).
multinomial :: [Int] -> Integer
multinomial ns | any (< 0) ns = 0
| otherwise = E.factorial (sum ns)
`div` product (E.factorial <$> ns)
-----------------
-- PERMUTATION --
-----------------
-- | Encode a permutation into a bit vector of length equal to the
-- factorial of the length of the given list.
encodePermutation :: Ord a => [a] -> BitVec
encodePermutation = uncurry Var.encode1 . rankPermutation
-- | Try to decode a permutation at the head of a bit vector, given the
-- elements in the set that was permuted. If successful, returns the
-- decoded permutation and the remainder of the `BitVec` stripped of the
-- permutation's code. Returns @Nothing@ if the bit vector doesn't
-- contain enough bits to specify a permutation of a set of the length
-- of the given list of elements.
decodePermutation :: Ord a => [a] -> BitVec -> Maybe ([a], BitVec)
decodePermutation as bv | BV.length bv0 < len = Nothing
| otherwise = Just (p, bv1)
where
base = E.factorial $ length as
len = Var.codeLen1 base
(bv0,bv1) = BV.splitAt len bv
p = unrankPermutation as $ BV.toInteger bv0
-- | Rank a permutation. Returns the rank (`fst`) and the total number
-- of permutations of sets with that size ( \(n!\) ) (`snd`).
rankPermutation :: Ord a => [a] -> (Integer, Integer)
rankPermutation p | length p /= n0 = err' "not unique elements"
| otherwise = Var.fromValue val
where
err' = err . ("rankPermutation: " ++)
s0 = S.fromList p
n0 = S.size s0
ns = fromIntegral <$> [n0,n0-1..1]
is = fromIntegral <$> go s0 p
val = assert (length is == length ns)
mconcat $
zipWith Var.mkValue is ns
-- | Lookup element index in the set of remaining elements
go s [] = assert (S.null s) []
go s (a:rest) = i : go s' rest
where i = S.findIndex a s
s' = S.delete a s
-- | Reconstruct a permutation given a set of elements and a rank. The
-- order in which the elements of the set is given does not matter.
unrankPermutation :: Ord a => [a] -> Integer -> [a]
unrankPermutation as index
| length as /= n = err' "not unique elements"
| index < 0 || index >= base = err' $ "out of bounds" ++ show (index,base)
| otherwise = go set is
where
err' = err . ("unrankPermutation: " ++)
set = S.fromList as
n = S.size set
ns = fromIntegral <$> [n,n-1..1]
base = E.factorial $ fromIntegral n
bv = Var.toBitVec $ Var.mkValue index base
is = fromIntegral <$> fst (fromJust $ Var.decode ns bv)
-- | Successively delete elements at given indexes from a set
go s [] = assert (S.null s) []
go s (i:rest) = S.elemAt i s : go (S.deleteAt i s) rest
-- | Computes the factorial of the given number.
factorial :: Int -> Integer
factorial = E.factorial
-----------------
-- COMBINATION --
-----------------
-- | Encode a combination in the form of a list of booleans (chosen/not
-- chosen) into a bit vector. Returns \((n,k)\) where \(n\) is the
-- length of the list and \(k\) is the number of `True` values, and the
-- code as a bit vector.
encodeCombination :: [Bool] -> ((Int, Int), BitVec)
encodeCombination = fmap (uncurry Var.encode1) . rankCombination
-- | Try to decode a combination in the form of a list of booleans
-- (chosen/not chosen) at the head of a bit vector, given the parameters
-- \((n,k)\). If successful, returns the decoded combination and the
-- remainder of the `BitVec` stripped of the combination's code. Returns
-- @Nothing@ if the bit vector doesn't contain enough bits to specify a
-- combination of the given parameters.
decodeCombination :: (Int, Int) -> BitVec -> Maybe ([Bool], BitVec)
decodeCombination (n,k) bv | BV.length bv0 < len = Nothing
| otherwise = Just (p, bv1)
where
base = choose n k
len = Var.codeLen1 base
(bv0,bv1) = BV.splitAt len bv
p = unrankCombination (n,k) $ BV.toInteger bv0
-- | Rank a combination in the form of a list of booleans (chosen/not
-- chosen). Returns \((n,k)\) where \(n\) is the length of the list and
-- \(k\) is the number of `True` values, the rank and the total number
-- of combinations with those parameters (the binomial coefficient).
rankCombination :: [Bool] -> ((Int, Int), (Integer, Integer))
rankCombination c = ( (n0, k0)
, (res, n0Ck0) )
where
n0 = length c
k0 = sum $ fromEnum <$> c
n0Ck0 = n0 `choose` k0
res = sum $ go (fromIntegral n0) (fromIntegral k0) n0Ck0 c
go :: Integer -> Integer -> Integer -> [Bool] -> [Integer]
go _ _ _ [] = []
go n k nCk (b:bs) = if b then nCk0 : go (n-1) (k-1) nCk1 bs
else go (n-1) k nCk0 bs
where
nCk0 = nCk - nCk1 -- sub coef if 0/False
nCk1 = (nCk * k) `div` n -- sub coef if 1/True
-- | Reconstruct a combination given parameters \((n,k)\) and a rank.
unrankCombination :: (Int, Int) -> Integer -> [Bool]
unrankCombination (n0,k0) i0
| k0 > n0 || k0 < 0 || n0 < 0 = err' $ "invalid parameters: " ++ show (n0,k0)
| i0 < 0 || i0 > n0Ck0 = err' $ "out of range: " ++ show (i0,n0Ck0)
| otherwise = go (fromIntegral n0) (fromIntegral k0) n0Ck0 i0
where
err' = err . ("unrankPermutation: " ++)
n0Ck0 = n0 `choose` k0
go n k nCk i | n == 0 = []
| i < nCk0 = False : go (n-1) k nCk0 i
| otherwise = True : go (n-1) (k-1) nCk1 (i-nCk0)
where
nCk0 = nCk - nCk1 -- sub coef if 0/False
nCk1 = (nCk * k) `div` n -- sub coef if 1/True
-- | Computes the binomial coefficent given parameters \(n\) and \(k\).
choose :: Int -> Int -> Integer
choose n k | denom == 0 = 0
| otherwise = num `div` denom
where num = E.factorial n
denom = E.factorial k * E.factorial (n-k)
--------------
-- MULTISET --
--------------
-- | Encode a multiset specified as a list of non-negative element
-- counts into a bit vector. Returns parameters \((n,m)\) where \(n\) is
-- the total number of elements and \(m\) is the number of distinct
-- elements, and the code as a bit vector.
encodeMultiset :: [Int] -> ((Int, Int), BitVec)
encodeMultiset = fmap (uncurry Var.encode1) . rankMultiset
-- | Try to decode a multiset at the head of a bit vector, given
-- parameters \((n,m)\) where \(n\) is the total number of elements and
-- \(m\) is the number of distinct elements. If successful, returns the
-- decoded multiset as a list of non-negative element counts and the
-- remainder of the `BitVec` stripped of the multiset's code. Returns
-- @Nothing@ if the bit vector doesn't contain enough bits to specify a
-- multiset of the given parameters.
decodeMultiset :: (Int, Int) -> BitVec -> Maybe ([Int], BitVec)
decodeMultiset (balls,bins) bv | BV.length bv0 < len = Nothing
| otherwise = Just (d, bv1)
where
base = bins `multichoose` balls
len = Var.codeLen1 base
(bv0,bv1) = BV.splitAt len bv
d = unrankMultiset (balls,bins) $ BV.toInteger bv0
-- | Rank a multiset specified as a list of non-negative element
-- counts. Returns the \((n,m)\) parameters (where \(n\) is the total
-- number of elements and \(m\) is the number of distinct elements), the
-- rank and the number of multisets with those parameters.
rankMultiset :: [Int] -> ((Int, Int), (Integer, Integer))
rankMultiset [] = ((0,0),(0,1))
rankMultiset (n0:ns)
| n0 < 0 || any (< 0) ns = err' "negative count"
| otherwise = ((balls,bins),(i,base))
where
err' = err . ("rankMultiset: " ++)
comb = replicate n0 False -- 0s are stars, 1s are bars
++ concatMap ((True:) . flip replicate False) ns
((nComb,kComb),(i,base)) = rankCombination comb
bins = kComb + 1
balls = nComb - bins + 1
-- | Reconstruct a multiset given parameters \((n,m)\) and a rank.
unrankMultiset :: (Int, Int) -> Integer -> [Int]
unrankMultiset (balls,bins) i
| balls < 0 || bins < 0 = err' $ "invalid parameters: " ++ show (balls,bins)
| i < 0 || i >= base = err' $ "out of range: " ++ show (i,base)
| bins == 0 = []
| otherwise = countGaps 0 bs
where
err' = err . ("unrankMultiset: " ++)
nComb = balls + bins - 1 -- stars and bars
kComb = bins - 1 -- number of bars
base = if bins == 0 then 1 else nComb `choose` kComb
bs = unrankCombination (nComb,kComb) i
countGaps !acc [] = [acc]
countGaps !acc (False:rest) = countGaps (acc + 1) rest
countGaps !acc (True:rest) = acc : countGaps 0 rest
-- | @m ``multichoose`` n@ computes the number of multisets with \(n\)
-- total elements with at most \(m\) distinct elements, or the "multiset
-- coefficent": \[ \left(\!\!{m \choose n}\!\!\right) = \frac{(m + n -
-- 1)!}{n!(m-1)!} \]
multichoose :: Int -> Int -> Integer
multichoose bins balls | bins == 0 = 1
| otherwise = nComb `choose` kComb
where
nComb = balls + bins - 1 -- stars and bars
kComb = bins - 1 -- number of bars
-----------------------
-- POSITIVE MULTISET --
-----------------------
-- | Encode a multiset specified as a list of positive bin counts into a
-- bit vector. Returns parameters \((n,m)\) where \(n\) is the total
-- number of elements and \(m\) is the number of distinct elements, and
-- the code as a bit vector.
encodeMultiset1 :: [Int] -> ((Int, Int), BitVec)
encodeMultiset1 = fmap (uncurry Var.encode1) . rankMultiset1
-- | Try to decode a multiset at the head of a bit vector, given
-- parameters \((n,m)\), where \(n\) is the total number of elements,
-- \(m\) is the number of distinct elements and \(n \geq m\). If
-- successful, returns the decoded multiset as a list of positive
-- element counts and the remainder of the `BitVec` with the multiset's
-- code removed. Returns @Nothing@ if the bit vector doesn't contain
-- enough bits to specify such a multiset of the given parameters.
decodeMultiset1 :: (Int, Int) -> BitVec -> Maybe ([Int], BitVec)
decodeMultiset1 (bins,balls) bv | BV.length bv0 < len = Nothing
| otherwise = Just (d1, bv1)
where
base = bins `multichoose1` balls
len = Var.codeLen1 base
(bv0,bv1) = BV.splitAt len bv
d1 = unrankMultiset1 (balls,bins) $ BV.toInteger bv0
-- | Rank a multiset specified as a list of positive element
-- counts. Returns the \((n,m)\) parameters (where \(n\) is the total
-- number of elements and \(m\) is the number of distinct elements), the
-- rank and the number of multisets with those parameters.
rankMultiset1 :: [Int] -> ((Int, Int), (Integer, Integer))
rankMultiset1 ns
| any (< 0) ns = err' "negative count"
| any (< 1) ns = err' "empty count"
| otherwise = ((balls,bins),(i,base))
where
err' = err . ("rankMultiset1: " ++)
((balls',bins),(i,base)) = rankMultiset $ (+(-1)) <$> ns
balls = balls' + bins
-- | Reconstruct a multiset given parameters \((n,m)\) and a rank.
unrankMultiset1 :: (Int, Int) -> Integer -> [Int]
unrankMultiset1 (balls,bins) i
| balls < bins || bins < 0 =
err' $ "invalid parameters: " ++ show (balls,bins)
| otherwise = (+1) <$> unrankMultiset (balls',bins) i
where
err' = err . ("unrankMultiset1: " ++)
balls' = balls - bins
-- | @m ``multichoose1`` n@ computes the number of multisets with \(n\)
-- total elements and exactly \(m\) distinct elements. This is
-- equivalent to @m ``multichoose`` (n - m)@ or: \[ \left(\!\!{m \choose
-- n - m}\!\!\right) = \frac{(n - 1)!}{(n-m)!(m-1)!} \]
multichoose1 :: Int -> Int -> Integer
multichoose1 bins balls
| balls < bins || bins < 0 =
err' $ "invalid parameters: " ++ show (balls,bins)
| otherwise = multichoose balls' bins
where
err' = err . ("multichoose1: " ++)
balls' = balls - bins