I'm new to functional world and appreciate help on this one.
I want to SUPERCEDE ugly imperative code from this simple function, but don't know how to do it.
What I want is to randomly pick some element from IEnumerable (seq in F#) with a respect to probability value - second item in tuple (so item with "probability" 0.7 will be picked more often than with 0.1).
/// seq<string * float>
let probabilitySeq = seq [ ("a", 0.7); ("b", 0.6); ("c", 0.5); ("d", 0.1) ]
/// seq<'a * float> -> 'a
let randomPick probSeq =
let sum = Seq.fold (fun s dir -> s + snd dir) 0.0 probSeq
let random = (new Random()).NextDouble() * sum
// vvvvvv UGLY vvvvvv
let mutable count = random
let mutable ret = fst (Seq.hd probSeq )
let mutable found = false
for item in probSeq do
count <- count - snd item
if (not found && (count < 0.0)) then
ret <- fst item //return ret; //in C#
found <- true
// ^^^^^^ UGLY ^^^^^^
ret
////////// at FSI: //////////
> randomPick probabilitySeq;;
val it : string = "a"
> randomPick probabilitySeq;;
val it : string = "c"
> randomPick probabilitySeq;;
val it : string = "a"
> randomPick probabilitySeq;;
val it : string = "b"
I think that randomPick
is pretty straightforward to implement imperatively, but functionally?
This is functional, but take list not seq (wanted).
//('a * float) list -> 'a
let randomPick probList =
let sum = Seq.fold (fun s dir -> s + snd dir) 0.0 probList
let random = (new Random()).NextDouble() * sum
let rec pick_aux p list =
match p, list with
| gt, h::t when gt >= snd h -> pick_aux (p - snd h) t
| lt, h::t when lt < snd h -> fst h
| _, _ -> failwith "Some error"
pick_aux random probList
I think that cfern's suggestion is actually simplest (?= best) solution to this.
Entire input needs to be evaluated, so seq's advantage of yield-on-demand is lost anyway. Easiest seems to take sequence as input and convert it to a list and total sum at the same time. Then use the list for the list-based portion of the algorithm (list will be in reverse order, but that doesn't matter for the calculation).
let randomPick moveList =
let sum, L = moveList
|> Seq.fold (fun (sum, L) dir -> sum + snd dir, dir::L) (0.0, [])
let rec pick_aux p list =
match p, list with
| gt, h::t when gt >= snd h -> pick_aux (p - snd h) t
| lt, h::t when lt < snd h -> fst h
| _, _ -> failwith "Some error"
pick_aux (rand.NextDouble() * sum) L
Thanks for Yours solutions, especially Juliet and Johan (I've to read it few times to actually get it).
:-)