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QCaml/Parallel_mpi/Parallel.ml

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(** Module for handling distributed parallelism *)
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let size =
let result =
Mpi.comm_size Mpi.comm_world
in
assert (result > 0);
result
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let rank =
let result =
Mpi.comm_rank Mpi.comm_world
in
assert (result >= 0);
result
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let master = rank = 0
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let barrier () =
Mpi.barrier Mpi.comm_world
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let broadcast_generic broadcast x =
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let x =
if master then Some (Lazy.force x)
else None
in
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match broadcast x 0 Mpi.comm_world with
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| Some x -> x
| None -> assert false
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let broadcast x = broadcast_generic Mpi.broadcast x
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let broadcast_int x =
Mpi.broadcast_int x 0 Mpi.comm_world
let broadcast_int_array x =
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Mpi.broadcast_int_array x 0 Mpi.comm_world;
x
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let broadcast_float x =
Mpi.broadcast_float x 0 Mpi.comm_world
let broadcast_float_array x =
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Mpi.broadcast_float_array x 0 Mpi.comm_world;
x
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let broadcast_vec x =
let a = Lacaml.D.Vec.to_array x in
let a = broadcast_float_array a in
Lacaml.D.Vec.of_array a
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module Node = struct
let name = Unix.gethostname ()
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let comm =
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Mpi.allgather (name, rank) Mpi.comm_world
|> Array.to_list
|> List.filter (fun (n, r) -> name = n)
|> List.map snd
|> Array.of_list
|> Mpi.(group_incl (comm_group comm_world))
|> Mpi.(comm_create comm_world)
let rank =
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Mpi.comm_rank comm
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let master = rank = 0
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let broadcast_generic broadcast x =
let x =
if master then Some (Lazy.force x)
else None
in
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match broadcast x 0 comm with
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| Some x -> x
| None -> assert false
let broadcast x = broadcast_generic Mpi.broadcast x
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let barrier () = Mpi.barrier comm
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end
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module Vec = struct
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type t =
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{
global_first : int ; (* Lower index in the global array *)
global_last : int ; (* Higher index in the global array *)
local_first : int ; (* Lower index in the local array *)
local_last : int ; (* Higher index in the local array *)
data : Lacaml.D.vec ; (* Lacaml vector containing the data *)
}
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let dim vec =
vec.global_last - vec.global_first + 1
let local_first vec = vec.local_first
let local_last vec = vec.local_last
let global_first vec = vec.global_first
let global_last vec = vec.global_last
let data vec = vec.data
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let pp ppf v =
Format.fprintf ppf "@[<2>";
Format.fprintf ppf "@[ gf : %d@]@;" v.global_first;
Format.fprintf ppf "@[ gl : %d@]@;" v.global_last;
Format.fprintf ppf "@[ lf : %d@]@;" v.local_first;
Format.fprintf ppf "@[ ll : %d@]@;" v.local_last;
Format.fprintf ppf "@[ data : %a@]@;" (Lacaml.Io.pp_lfvec ()) v.data;
Format.fprintf ppf "@]@.";
()
let create n =
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let step = (n-1) / size + 1 in
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let local_first = step * rank + 1 in
let local_last = min (local_first + step - 1) n in
{
global_first = 1 ;
global_last = n ;
local_first ;
local_last ;
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data = Lacaml.D.Vec.create (max 0 (local_last - local_first + 1))
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}
let make n x =
let result = create n in
{ result with data =
Lacaml.D.Vec.make
(Lacaml.D.Vec.dim result.data)
x
}
let make0 n =
make n 0.
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let init n f =
let result = create n in
{ result with data =
Lacaml.D.Vec.init
(Lacaml.D.Vec.dim result.data)
(fun i -> f (i+result.local_first-1))
}
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let of_array a =
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let length_a = Array.length a in
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let a =
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let n = length_a mod size in
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if n > 0 then
Array.concat [ a ; Array.make (size-n) 0. ]
else
a
in
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let result = create length_a in
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let a_local = Array.make ((Array.length a)/size) 0. in
let () = Mpi.scatter_float_array a a_local 0 Mpi.comm_world in
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{ result with data = Lacaml.D.Vec.of_array a_local }
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let to_array vec =
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let final_size = dim vec in
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let buffer_size = (Lacaml.D.Vec.dim vec.data) * size in
let buffer = Array.make buffer_size 0. in
let data = Lacaml.D.Vec.to_array vec.data in
let () = Mpi.gather_float_array data buffer 0 Mpi.comm_world in
if final_size = buffer_size then
buffer
else
Array.init final_size (fun i -> buffer.(i))
let of_vec a =
Lacaml.D.Vec.to_array a
|> of_array
let to_vec v =
to_array v
|> Lacaml.D.Vec.of_array
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end
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let dot v1 v2 =
if Vec.dim v1 <> Vec.dim v2 then
invalid_arg "Incompatible dimensions";
let local_dot =
Lacaml.D.dot (Vec.data v1) (Vec.data v2)
in
Mpi.reduce_float local_dot Mpi.Float_sum 0 Mpi.comm_world