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Break sequence into n-element subsequences
I'm working on parallel computations and I thought it would be useful to break work into chunks, especially when processing each element asynchronously is too expensive. The neat thing is that this function is general even though motivation for it is specific. Another neat thing is that this is true lazy sequence unlike what you'd get if you used Seq.groupBy. There are three versions for your enjoyment.
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// Rotaerk's implementation is the fastest and least complicated, the rest are
// just curiosities unless a bright idea strikes. Compare the performance:
(*
> for x in [1..1000000] |> groupsOfAtMost 500 do printf"";;
> Real: 00:00:00.423, CPU: 00:00:00.421, GC gen0: 14, gen1: 6, gen2: 0
val it : unit = ()
> for x in [1..1000000] |> breakByV3 500 do printf"";;
> Real: 00:01:04.181, CPU: 00:01:03.991, GC gen0: 15, gen1: 4, gen2: 0
val it : unit = ()
> *)
let groupsOfAtMost (size: int) (s: seq<'v>) : seq<list<'v>> =
seq {
let en = s.GetEnumerator ()
let more = ref true
while !more do
let group =
[
let i = ref 0
while !i < size && en.MoveNext () do
yield en.Current
i := !i + 1
]
if List.isEmpty group then
more := false
else
yield group
}
// the original breakBy, made more idiomatic with Rotaerk's help
let breakByV1 n s =
let filter k (i,x) = ((i/n) = k)
let index = Seq.mapi (fun i x -> (i,x))
let rec loop s =
seq { if not (Seq.isEmpty s) then
let k = (s |> Seq.head |> fst) / n
yield (s |> Seq.truncate n
|> Seq.map snd)
yield! loop (s |> Seq.skipWhile (filter k)) }
loop (s |> index)
seq {1..25000} |> breakByV1 50
(*
val it : seq<seq<int>> =
seq
[seq [1; 2; 3; 4; ...]; seq [51; 52; 53; 54; ...];
seq [101; 102; 103; 104; ...]; seq [151; 152; 153; 154; ...]; ...] *)
// with even greater Rotaerk's help, breakBy is now shorter and a couple useful
// util functions materialize
let tuple2 x y = x, y
let trim n = Seq.map snd << Seq.filter (fst >> (<=) n) << Seq.mapi tuple2
seq {1..25000} |> trim 50
//val it : seq<int> = seq [51; 52; 53; 54; ...]
let breakByV2 n s =
let rec loop s =
seq { if not (Seq.isEmpty s) then
yield (s |> Seq.truncate n)
yield! loop (s |> trim n) }
loop s
seq {1..25000} |> breakByV2 50
(*
val it : seq<seq<int>> =
seq
[seq [1; 2; 3; 4; ...]; seq [51; 52; 53; 54; ...];
seq [101; 102; 103; 104; ...]; seq [151; 152; 153; 154; ...]; ...] *)
// in discussions with Rotaerk, it came out that it would be useful to return
// both first n elements and remaining sequence, in order to iterate seq in one
// pass. Rotaerk liked the name "trim" for that function, I decided on "spill".
// dgfitch helped me pinpoint the problem with spill and led me to add |> Seq.cache
// also this last version returns a sequence of lists, unavoidably I'm afraid.
// Well, I could wrap lists in seqs but that's just sugar.
// Changed spill to return option because the way I use Seq.cache eats memory.
let spill (n:int) (s:seq<'a>) =
let en = s.GetEnumerator()
let pos = ref 0
let lst = [ while !pos < n && en.MoveNext() do
pos := !pos+1
yield en.Current]
if lst |> List.isEmpty then None else
Some((lst, seq { while en.MoveNext() do yield en.Current}))
seq {1..25000} |> spill 50
(*
val it : (int list * seq<int>) option =
Some
([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],
seq [51; 52; 53; 54; ...]) *)
// now breakBy is a true one-liner
let breakByV3 n = Seq.unfold (spill n)
seq {1..25000} |> breakByV3 50
(*
val it : seq<int list> =
seq
[[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; 54; 55; 56; 57; 58; 59; 60; 61; 62; 63; 64; 65; 66; 67; 68;
69; 70; 71; 72; 73; 74; 75; 76; 77; 78; 79; 80; 81; 82; 83; 84; 85; 86;
87; 88; 89; 90; 91; 92; 93; 94; 95; 96; 97; 98; 99; 100];
[101; 102; 103; 104; 105; 106; 107; 108; 109; 110; 111; 112; 113; 114;
115; 116; 117; 118; 119; 120; 121; 122; 123; 124; 125; 126; 127; 128;
129; 130; 131; 132; 133; 134; 135; 136; 137; 138; 139; 140; 141; 142;
143; 144; 145; 146; 147; 148; 149; 150];
[151; 152; 153; 154; 155; 156; 157; 158; 159; 160; 161; 162; 163; 164;
165; 166; 167; 168; 169; 170; 171; 172; 173; 174; 175; 176; 177; 178;
179; 180; 181; 182; 183; 184; 185; 186; 187; 188; 189; 190; 191; 192;
193; 194; 195; 196; 197; 198; 199; 200]; ...] *)
// a few timing tests demonstrating the superiority of the third version
// these numbers are outdated, third version is now even faster
(*
> for x in [1..2500] |> breakByV1 50 do printf"";;
Real: 00:00:00.203, CPU: 00:00:00.203, GC gen0: 1, gen1: 0, gen2: 0
val it : unit = ()
> for x in [1..2500] |> breakByV2 50 do printf"";;
Real: 00:00:00.240, CPU: 00:00:00.250, GC gen0: 6, gen1: 1, gen2: 0
val it : unit = ()
> for x in [1..2500] |> breakByV3 50 do printf"";;
Real: 00:00:00.026, CPU: 00:00:00.015, GC gen0: 1, gen1: 0, gen2: 0
val it : unit = ()
> for x in [1..10000] |> breakByV1 50 do printf"";;
Real: 00:00:10.746, CPU: 00:00:10.734, GC gen0: 10, gen1: 1, gen2: 0
val it : unit = ()
> for x in [1..10000] |> breakByV2 50 do printf"";;
Real: 00:00:13.781, CPU: 00:00:13.921, GC gen0: 345, gen1: 4, gen2: 1
val it : unit = ()
> for x in [1..10000] |> breakByV3 50 do printf"";;
Real: 00:00:00.380, CPU: 00:00:00.375, GC gen0: 6, gen1: 2, gen2: 0
val it : unit = ()
> for x in [1..10000] |> breakByV1 500 do printf"";;
Real: 00:00:00.139, CPU: 00:00:00.156, GC gen0: 1, gen1: 0, gen2: 0
val it : unit = ()
> for x in [1..10000] |> breakByV2 500 do printf"";;
Real: 00:00:00.165, CPU: 00:00:00.171, GC gen0: 4, gen1: 0, gen2: 0
val it : unit = ()
> for x in [1..10000] |> breakByV3 500 do printf"";;
Real: 00:00:00.038, CPU: 00:00:00.046, GC gen0: 1, gen1: 0, gen2: 0
val it : unit = ()
> for x in [1..100000] |> breakByV1 500 do printf"";;
Real: 00:01:40.741, CPU: 00:01:40.812, GC gen0: 103, gen1: 10, gen2: 1
val it : unit = ()
> for x in [1..100000] |> breakByV2 500 do printf"";;
Real: 00:02:22.935, CPU: 00:02:22.968, GC gen0: 3444, gen1: 18, gen2: 2
val it : unit = ()
> for x in [1..100000] |> breakByV3 500 do printf"";;
Real: 00:00:04.255, CPU: 00:00:04.453, GC gen0: 61, gen1: 14, gen2: 2
val it : unit = ()
> *)
|
val groupsOfAtMost : size:int -> s:seq<'v> -> seq<'v list>
Full name: Script.groupsOfAtMost
val size : int
Multiple items
val int : value:'T -> int (requires member op_Explicit)
Full name: Microsoft.FSharp.Core.Operators.int
--------------------
type int = int32
Full name: Microsoft.FSharp.Core.int
--------------------
type int<'Measure> = int
Full name: Microsoft.FSharp.Core.int<_>
val s : seq<'v>
Multiple items
val seq : sequence:seq<'T> -> seq<'T>
Full name: Microsoft.FSharp.Core.Operators.seq
--------------------
type seq<'T> = System.Collections.Generic.IEnumerable<'T>
Full name: Microsoft.FSharp.Collections.seq<_>
type 'T list = List<'T>
Full name: Microsoft.FSharp.Collections.list<_>
val en : System.Collections.Generic.IEnumerator<'v>
System.Collections.Generic.IEnumerable.GetEnumerator() : System.Collections.Generic.IEnumerator<'v>
val more : bool ref
Multiple items
val ref : value:'T -> 'T ref
Full name: Microsoft.FSharp.Core.Operators.ref
--------------------
type 'T ref = Ref<'T>
Full name: Microsoft.FSharp.Core.ref<_>
val group : 'v list
val i : int ref
System.Collections.IEnumerator.MoveNext() : bool
property System.Collections.Generic.IEnumerator.Current: 'v
Multiple items
module List
from Microsoft.FSharp.Collections
--------------------
type List<'T> =
| ( [] )
| ( :: ) of Head: 'T * Tail: 'T list
interface IEnumerable
interface IEnumerable<'T>
member Head : 'T
member IsEmpty : bool
member Item : index:int -> 'T with get
member Length : int
member Tail : 'T list
static member Cons : head:'T * tail:'T list -> 'T list
static member Empty : 'T list
Full name: Microsoft.FSharp.Collections.List<_>
val isEmpty : list:'T list -> bool
Full name: Microsoft.FSharp.Collections.List.isEmpty
val breakByV1 : n:int -> s:seq<'a> -> seq<seq<'a>>
Full name: Script.breakByV1
val n : int
val s : seq<'a>
val filter : (int -> int * 'b -> bool)
val k : int
val i : int
val x : 'b
val index : (seq<'a> -> seq<int * 'a>)
module Seq
from Microsoft.FSharp.Collections
val mapi : mapping:(int -> 'T -> 'U) -> source:seq<'T> -> seq<'U>
Full name: Microsoft.FSharp.Collections.Seq.mapi
val x : 'a
val loop : (seq<int * 'b> -> seq<seq<'b>>)
val s : seq<int * 'b>
val not : value:bool -> bool
Full name: Microsoft.FSharp.Core.Operators.not
val isEmpty : source:seq<'T> -> bool
Full name: Microsoft.FSharp.Collections.Seq.isEmpty
val head : source:seq<'T> -> 'T
Full name: Microsoft.FSharp.Collections.Seq.head
val fst : tuple:('T1 * 'T2) -> 'T1
Full name: Microsoft.FSharp.Core.Operators.fst
val truncate : count:int -> source:seq<'T> -> seq<'T>
Full name: Microsoft.FSharp.Collections.Seq.truncate
val map : mapping:('T -> 'U) -> source:seq<'T> -> seq<'U>
Full name: Microsoft.FSharp.Collections.Seq.map
val snd : tuple:('T1 * 'T2) -> 'T2
Full name: Microsoft.FSharp.Core.Operators.snd
val skipWhile : predicate:('T -> bool) -> source:seq<'T> -> seq<'T>
Full name: Microsoft.FSharp.Collections.Seq.skipWhile
val tuple2 : x:'a -> y:'b -> 'a * 'b
Full name: Script.tuple2
val y : 'b
val trim : n:int -> (seq<'a> -> seq<'a>)
Full name: Script.trim
val filter : predicate:('T -> bool) -> source:seq<'T> -> seq<'T>
Full name: Microsoft.FSharp.Collections.Seq.filter
val breakByV2 : n:int -> s:seq<'a> -> seq<seq<'a>>
Full name: Script.breakByV2
val loop : (seq<'b> -> seq<seq<'b>>)
val s : seq<'b>
val spill : n:int -> s:seq<'a> -> ('a list * seq<'a>) option
Full name: Script.spill
val en : System.Collections.Generic.IEnumerator<'a>
System.Collections.Generic.IEnumerable.GetEnumerator() : System.Collections.Generic.IEnumerator<'a>
val pos : int ref
val lst : 'a list
property System.Collections.Generic.IEnumerator.Current: 'a
union case Option.None: Option<'T>
union case Option.Some: Value: 'T -> Option<'T>
val breakByV3 : n:int -> (seq<'a> -> seq<'a list>)
Full name: Script.breakByV3
val unfold : generator:('State -> ('T * 'State) option) -> state:'State -> seq<'T>
Full name: Microsoft.FSharp.Collections.Seq.unfold
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