variety-0.1.0.2: 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: \[ {n \choose
-- k_{1}, k_{2}, \ldots, k_{m}} = \frac{n!}{k_{1}! k_{2}! \cdots
-- k_{m}!} ~~~~~\mathrm{where}~~~~~ n = \sum_i k_i \]
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 \(n!\).
, rankPermutation
, unrankPermutation
-- * 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: \[ {n \choose k} = \frac{n!}{k! (n-k)!} \]
, rankCombination
, unrankCombination
, choose
-- * Distributions
-- | A distribution (usually discussed under the name [stars and
-- bars](https://en.wikipedia.org/wiki/Stars_and_bars_(combinatorics\)))
-- is a way to distribute \(n\) equal elements (stars) among \(k\)
-- bins (i.e. \(k-1\) bars ).
, rankDistribution
, unrankDistribution
-- * Non-Empty Distributions
-- | The class of distributions that have at least one element per
-- bin.
, rankDistribution1
, unrankDistribution1
) 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 Math.Combinatorics.Exact.Factorial (factorial)
import qualified Codec.Arithmetic.Variety as V
err :: String -> a
err = error . ("Combinatorics." ++)
-- | 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 = factorial total0
`div` product (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 = factorial total0
`div` product (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 = factorial (sum ns)
`div` product (factorial <$> ns)
-- | Rank a permutation. Returns the rank and the total number of
-- permutations of sets with that size ( \(n!\) ).
rankPermutation :: Ord a => [a] -> (Integer, Integer)
rankPermutation p | length p /= n0 = err' "not unique elements"
| otherwise = V.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 V.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 = factorial $ fromIntegral n
bv = V.toBitVec $ V.mkValue index base
is = fromIntegral <$> V.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
-- | Rank a combination in the form of a list of booleans. Returns the
-- \((n,k)\) parameters (where \(k\) is the number of `True` values and
-- \(n\) is the total), 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 nk@(n0,k0) i0
| k0 > n0 || k0 < 0 || n0 < 0 = err' $ "invalid parameters: " ++ show nk
| 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 = factorial n
denom = factorial k * factorial (n-k)
-- | Rank a distribution in the form of a list bin counts. Returns the
-- \((n,k)\) parameters (where \(n\) is the total number of elements and
-- \(k\) is the number of bins), the rank and the total number of
-- distributions with those parameters.
rankDistribution :: [Int] -> ((Int, Int), (Integer, Integer))
rankDistribution [] = ((0,0),(0,1))
rankDistribution (n0:ns)
| n0 < 0 || any (< 0) ns = err' "negative count"
| otherwise = ((bins,balls),(i,base))
where
err' = err . ("rankDistribution: " ++)
comb = replicate n0 False -- 0s are stars, 1s are bars
++ concatMap ((True:) . flip replicate False) ns
((n,k),(i,base)) = rankCombination comb
bins = k + 1
balls = n - bins + 1
-- | Reconstruct a distribution given parameters \((n,k)\) and a rank.
unrankDistribution :: (Int, Int) -> Integer -> [Int]
unrankDistribution (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 . ("unrankDistribution: " ++)
n = balls + bins - 1 -- stars and bars
k = bins - 1 -- number of bars
base = if bins == 0 then 1 else n `choose` k
bs = unrankCombination (n,k) i
countGaps !acc [] = [acc]
countGaps !acc (False:rest) = countGaps (acc + 1) rest
countGaps !acc (True:rest) = acc : countGaps 0 rest
-- | Rank a non-empty distribution in the form of a list bin
-- counts. Returns the \((n,k)\) parameters (where \(n\) is the total
-- number of elements and \(k\) is the number of bins), the rank and the
-- total number of distributions with those parameters.
rankDistribution1 :: [Int] -> ((Int, Int), (Integer, Integer))
rankDistribution1 ns
| any (< 1) ns = if any (< 0) ns then err' "negative count"
else err' "empty count"
| otherwise = ((balls,bins),(i,base))
where
err' = err . ("rankDistribution1: " ++)
((balls',bins),(i,base)) = rankDistribution $ (+(-1)) <$> ns
balls = balls' + bins
-- | Reconstruct a distribution given parameters \((n,k)\) and a rank.
unrankDistribution1 :: (Int, Int) -> Integer -> [Int]
unrankDistribution1 (balls,bins) i
| balls < bins || bins < 0 =
err' $ "invalid parameters: " ++ show (balls,bins)
| otherwise = (+1) <$> unrankDistribution (balls',bins) i
where
err' = err . ("unrankDistribution1: " ++)
balls' = balls - bins