Given a sequence of char what is the most efficient way to find the first non repeating char Interested purely functional implementation haskell or F# preffered.
Here's a bit longish solution, but guaranteed to be worst-case O(n log n):
import List
import Data.Ord.comparing
sortPairs :: Ord a => [(a, b)]->[(a, b)]
sortPairs = sortBy (comparing fst)
index :: Integral b => [a] -> [(a, b)]
index = flip zip [1..]
dropRepeated :: Eq a => [(a, b)]->[(a, b)]
dropRepeated [] = []
dropRepeated [x] = [x]
dropRepeated (x:xs) | fst x == fst (head xs) =
dropRepeated $ dropWhile ((==(fst x)).fst) xs
| otherwise =
x:(dropRepeated xs)
nonRepeatedPairs :: Ord a => Integral b => [a]->[(a, b)]
nonRepeatedPairs = dropRepeated . sortPairs . index
firstNonRepeating :: Ord a => [a]->a
firstNonRepeating = fst . minimumBy (comparing snd) . nonRepeatedPairs
The idea is: sort the string lexicographically, so that it's easy to remove any repeated characters in linear time and find the first character which is not repeated. But in order to find it, we need to save information about characters' positions in text.
The speed on easy cases (like [1..10000]
) is not perfect, but for something harder ([1..10000] ++ [1..10000] ++ [10001]
) you can see the difference between this and a naive O(n^2).
Of course this can be done in linear time, if the size of alphabet is O(1), but who knows how large the alphabet is...
A fairly straightforward use of Data.Set
in combination with filter
will do the job in an efficient one-liner. Since this seems homeworkish, I'm declining to provide the precise line in question :-)
The complexity should, I think, be O(n log m) where m is the number of distinct characters in the string and n is the total number of characters in the string.
let firstNonRepeating (str:string) =
let rec inner i cMap =
if i = str.Length then
cMap
|> Map.filter (fun c (count, index) -> count = 1)
|> Map.toSeq
|> Seq.minBy (fun (c, (count, index)) -> index)
|> fst
else
let c = str.[i]
let value = if cMap.ContainsKey c then
let (count, index) = cMap.[c]
(count + 1, index)
else
(1, i)
let cMap = cMap.Add(c, value)
inner (i + 1) cMap
inner 0 (Map.empty)
Here is a simpler version that sacrifices speed.
let firstNonRepeating (str:string) =
let (c, count) = str
|> Seq.countBy (fun c -> c)
|> Seq.minBy (fun (c, count) -> count)
if count = 1 then Some c else None
Here's an F# solution in O(n log n)
: sort the array, then for each character in the original array, binary search for it in the sorted array: if it's the only one of its kind, that's it.
open System
open System.IO
open System.Collections.Generic
let Solve (str : string) =
let arrStr = str.ToCharArray()
let sorted = Array.sort arrStr
let len = str.Length - 1
let rec Inner i =
if i = len + 1 then
'-'
else
let index = Array.BinarySearch(sorted, arrStr.[i])
if index = 0 && sorted.[index+1] <> sorted.[index] then
arrStr.[i]
elif index = len && sorted.[index-1] <> sorted.[index] then
arrStr.[i]
elif index > 0 && index < len &&
sorted.[index+1] <> sorted.[index] &&
sorted.[index-1] <> sorted.[index] then
arrStr.[i]
else
Inner (i + 1)
Inner 0
let _ =
printfn "%c" (Solve "abcdefabcf")
A -
means all characters are repeated.
Edit: ugly hack with using the -
for "no solution" as you can use Options, which I keep forgetting about! An exercise for the reader, as this does look like homework.
How about something like this:
let firstNonRepeat s =
let repeats =
((Set.empty, Set.empty), s)
||> Seq.fold (fun (one,many) c -> Set.add c one, if Set.contains c one then Set.add c many else many)
|> snd
s
|> Seq.tryFind (fun c -> not (Set.contains c repeats))
This is pure C# (so I assume there's a similar F# version), which will be efficient if GroupBy is efficient (which it ought to be):
static char FstNonRepeatedChar(string s)
{
return s.GroupBy(x => x).Where(xs => xs.Count() == 1).First().First();
}
An alternate Haskell O(n log n) solution using Data.Map
and no sorting:
module NonRepeat (
firstNonRepeat
)
where
import Data.List (minimumBy)
import Data.Map (fromListWith, toList)
import Data.Ord (comparing)
data Occurance = Occ { first :: Int, count :: Int }
deriving (Eq, Ord)
note :: Int -> a -> (a, Occurance)
note pos a = (a, Occ pos 1)
combine :: Occurance -> Occurance -> Occurance
combine (Occ p0 c0) (Occ p1 c1) = Occ (p0 `min` p1) (c0 + c1)
firstNonRepeat :: (Ord a) => [a] -> Maybe a
firstNonRepeat = fmap fst . findMinimum . occurances
where occurances = toList . fromListWith combine . zipWith note [0..]
findMinimum = safeMinimum . filter ((== 1).count.snd)
safeMinimum [] = Nothing
safeMinimum xs = Just $ minimumBy (comparing snd) xs
A simple F# solution:
let f (s: string) =
let n = Map(Seq.countBy id s)
Seq.find (fun c -> n.[c] = 1) s