package owl-base
Source file owl_heavyhitters_sketch.ml
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53# 1 "src/base/misc/owl_heavyhitters_sketch.ml" (* functor to make a heavy hitters sketch based on CountMin. *) module Make (CM : Owl_countmin_sketch_sig.Sig) : Owl_heavyhitters_sketch_sig.Sig = struct type ('a, 'b) inner = { s : (module Set.S with type elt = 'a * int and type t = 'b) ; sketch : 'a CM.sketch ; mutable queue : 'b ; mutable size : int ; k : float } type 'a t = E : ('a, 'b) inner -> 'a t let init ~k ~epsilon ~delta (type a) = let module PQPair = struct type t = a * int let compare (_, p0) (_, p1) = Pervasives.compare p0 p1 end in let module S = Set.Make (PQPair) in E { s = (module S); sketch = CM.init ~epsilon ~delta; queue = S.empty; size = 0; k } let add (type a) (E h : a t) v = let module PQSet = (val h.s) in CM.incr h.sketch v; h.size <- h.size + 1; let v_count = CM.count h.sketch v in let threshold = float_of_int h.size /. h.k in if v_count |> float_of_int > threshold then h.queue <- h.queue |> PQSet.partition (fun (x, _) -> x = v) |> snd |> PQSet.add (v, v_count) else (); let rec clean_queue queue = match PQSet.min_elt_opt queue with | Some (x, c) -> if float_of_int c < threshold then clean_queue (PQSet.remove (x, c) queue) else queue | None -> queue in h.queue <- clean_queue h.queue let get (type a) (E h : a t) = let module PQSet = (val h.s) in PQSet.elements h.queue |> List.rev end module Native = Make (Owl_countmin_sketch.Native) module Owl = Make (Owl_countmin_sketch.Owl)