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QCaml/Parallel_mpi/Farm.ml

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(********************************************************************)
(* Single process *)
(********************************************************************)
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let run_sequential f stream =
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let rec next _ =
try
let task = Stream.next stream in
Some (f task)
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with Stream.Failure -> None
in
Stream.from next
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(********************************************************************)
(* Server side *)
(********************************************************************)
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type task_id = int
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let debug _s =
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if true then
()
else
Printf.eprintf "%d : %s : %s\n%!" (Mpi.comm_rank Mpi.comm_world) (Unix.gettimeofday () |> string_of_float) _s
type status =
| Initializing
| Running
| Done
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let run_parallel_server ~comm ~ordered stream =
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(* [status.(rank)] is [Initializing] if rank has not yet obtained a task,
[Running] if rank is running a task and [Done] if [rank] is waiting at
the barrier.
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*)
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let status = Array.make (Mpi.comm_size comm) Initializing in
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status.(0) <- Done;
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(** Fetches a result coming from any client. Returns the result
as a (task_id * 'a) option and the rank of the client as an int.
*)
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let fetch_result () : (task_id * 'a) option * int =
let (message, rank, _tag) : (task_id * 'a) option * int * int =
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debug "Before receive_status";
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(* Avoid busy receive *)
let rec wait_and_receive () =
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match Mpi.iprobe Mpi.any_source Mpi.any_tag comm with
| Some _ -> Mpi.receive_status Mpi.any_source Mpi.any_tag comm
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| None -> (Unix.sleepf 0.001 ; wait_and_receive ())
in
wait_and_receive ()
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in
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debug @@ Printf.sprintf "After receive_status %d %d" rank _tag;
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message, rank
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in
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(** Pops a task from the stream and sends it to a client.
If no task is available, sends [None].
The return value is a boolean telling if the stream is empty.
*)
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let send_task (client_rank : int) : unit =
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let task =
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try
let task_id = Stream.count stream in
let element = Stream.next stream in
Some (task_id, element)
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with Stream.Failure -> None
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in
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debug @@ Printf.sprintf "Sending to %d\n" client_rank;
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Mpi.send task client_rank 0 comm;
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debug @@ Printf.sprintf "Sent to %d : %s\n" client_rank
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(if task = None then "None" else "Some");
if task <> None then
status.(client_rank) <- Running
else
status.(client_rank) <- Done
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in
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let all_done () =
try
Array.iter (fun i -> if i <> Done then raise Exit) status;
true
with Exit -> false
in
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(** Main loop.
While [n_todo > 0], fetch a result from a client
and send it back a new task. If no more tasks are
available, send [None]. If the result of the task
is None, loop back into [get_result].
*)
let rec get_result () : (task_id * 'a ) option =
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if all_done () then
begin
debug "Before barrier";
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Mpi.barrier comm;
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debug "After barrier";
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None
end
else
begin
let message, rank = fetch_result () in
send_task rank;
match message with
| None -> get_result ()
| Some (task_id, result) -> Some (task_id, result)
end
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in
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(** Function from which the output stream is built. *)
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let f =
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if not ordered then
(* If [ordered] is false, the values are popped out whenever they arrive
from the clients.
*)
fun _ ->
match get_result () with
| Some (_, result) -> Some result
| None -> None
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else
(* If [ordered] is true, out into the stream when the next expected task has
been computed.
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*)
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let buffer =
(* buffer of finished tasks with a task_id greater than the
current result_id. It allows to put back the results in
the correct order.
*)
Hashtbl.create 67
in
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fun i ->
begin
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match Hashtbl.find_opt buffer i with
| Some x ->
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begin
Hashtbl.remove buffer i;
Some x
end
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| None ->
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let rec loop () =
match get_result () with
| None -> None
| Some (task_id, result) ->
if task_id = i then Some result
else (Hashtbl.add buffer task_id result; loop () )
in loop ()
end
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in
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Stream.from f
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(********************************************************************)
(* Client side *)
(********************************************************************)
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let run_parallel_client ~comm f =
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(** Send a first message containing [None] to request a task *)
debug "Before send None";
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Mpi.send None 0 0 comm;
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debug "After send None";
(** Main loop.
Receive a message. If the message is [None], there are no more
tasks to compute and we can go to the barrier.
If the message is not [None], apply [f] to the task, send the
result back to the server and loop.
*)
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let rec run () =
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let message =
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debug "Before receive";
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Mpi.receive 0 0 comm
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in
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debug "After receive" ;
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match message with
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| None ->
( debug "Before barrier";
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Mpi.barrier comm;
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debug "After barrier";)
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| Some (task_id, task) ->
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let result = f task in
begin
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debug @@ Printf.sprintf "Before send task_id %d" task_id ;
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Mpi.send (Some (task_id, result)) 0 0 comm;
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debug @@ Printf.sprintf "After send task_id %d" task_id ;
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run ()
end
in
run ();
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(* The output is an empty stream so that the type of run_parallel_client
is the same as the type of the server function.
*)
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Stream.of_list []
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let run_parallel ~comm ~ordered f stream =
match Mpi.comm_rank comm with
| 0 -> run_parallel_server ~comm ~ordered stream
| _ -> run_parallel_client ~comm f
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let nested = ref false
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let run ?(ordered=true) ?(comm=Mpi.comm_world) ~f stream =
if !nested then
begin
let message =
"Nested parallel regions are not supported by Farm.ml"
in
Printf.eprintf "%s\n%!" message ;
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failwith message
end;
nested := true;
let result =
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match Mpi.comm_size comm with
| 1 -> run_sequential f stream
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| _ -> run_parallel ~comm ~ordered f stream
in
nested := false;
result
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