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module Ir = Ir
module Dtype = Ir.Dtype
module Var = Ir.Var
module Backend_intf = Backend_intf
module Shape_expr = Shape_expr
type 'a kernel_artifact = {
kernel_id : int;
kernel_name : string;
compiled : 'a;
arg_order : Var.t list;
global_dims : int array;
local_dims : int array option;
}
type 'a exe_internal = {
kernels : 'a kernel_artifact list;
graph_meta : (Var.t, Ir.var_metadata) Hashtbl.t;
graph_outputs : Var.t list;
}
type 'a executable = Executable of 'a exe_internal
let rec result_fold_left f init = function
| [] -> Ok init
| x :: xs ->
let ( let* ) = Result.bind in
let* acc = f init x in
result_fold_left f acc xs
let compile_legacy (type callable_kernel_native)
~(backend :
(module Backend_intf.S
with type callable_kernel_native = callable_kernel_native))
(graph : Ir.graph_t) =
let ( let* ) = Result.bind in
let module B =
(val backend
: Backend_intf.S
with type callable_kernel_native = callable_kernel_native)
in
let specs = Grouper.group graph in
let dev = B.Device_info.get_default () in
let opts = B.Compiler.default_options dev in
let compile_kernel (spec : Grouper.cluster_t) =
let lowered =
Lowerer.lower_kernel ~kernel_spec:spec
~original_graph_vars_metadata:graph.vars_metadata
in
let src =
B.Renderer.render ~device_info:dev ~lowered_ir:lowered
~kernel_name:spec.name
in
let* art =
B.Compiler.compile ~device_info:dev ~source_code:src ~options:opts
in
let* kern = B.Runtime.get_kernel ~artifact:art ~kernel_name:spec.name in
Ok
{
kernel_id = -1;
kernel_name = spec.name;
compiled = kern;
arg_order = spec.inputs @ spec.outputs;
global_dims = [| 128; 1; 1 |];
local_dims = None;
}
in
let* kernels =
result_fold_left
(fun acc spec ->
let* k = compile_kernel spec in
Ok (k :: acc))
[] specs
in
Ok
(Executable
{
kernels = List.rev kernels;
graph_meta = graph.vars_metadata;
graph_outputs = graph.output_vars;
})
let compile (type callable_kernel_native)
~(backend :
(module Backend_intf.S
with type callable_kernel_native = callable_kernel_native))
(graph : Ir.graph_t) =
let ( let* ) = Result.bind in
let module B =
(val backend
: Backend_intf.S
with type callable_kernel_native = callable_kernel_native)
in
let scheduled : Ir.Scheduled.graph_t = Schedule.build graph in
let dev = B.Device_info.get_default () in
let opts = B.Compiler.default_options dev in
let compile_item (it : Ir.Scheduled.schedule_item) =
match it.operation with
| Ir.Scheduled.S_Kernel
{ kernel_id; kernel_name; ops; inputs; outputs; context; _ } ->
let input_vars =
List.map (fun (b : Ir.Scheduled.buffer_info) -> b.buf_var) inputs
in
let output_vars =
List.map (fun (b : Ir.Scheduled.buffer_info) -> b.buf_var) outputs
in
let spec : Grouper.cluster_t =
{
name = kernel_name;
nodes = ops;
inputs = input_vars;
outputs = output_vars;
vars_metadata = scheduled.vars_metadata;
}
in
let lowered =
Lowerer.lower_kernel ~kernel_spec:spec
~original_graph_vars_metadata:scheduled.vars_metadata
in
let src =
B.Renderer.render ~device_info:dev ~lowered_ir:lowered ~kernel_name
in
let* art =
B.Compiler.compile ~device_info:dev ~source_code:src ~options:opts
in
let* kern = B.Runtime.get_kernel ~artifact:art ~kernel_name in
Ok
(Some
{
kernel_id;
kernel_name;
compiled = kern;
arg_order = input_vars @ output_vars;
global_dims = context.global_dims;
local_dims = Some context.local_dims;
})
| _ ->
Ok None
in
let* built =
result_fold_left
(fun acc it ->
let* kopt = compile_item it in
Ok (kopt :: acc))
[]
(Array.to_list scheduled.schedule_items)
in
let kernels = List.filter_map (fun x -> x) (List.rev built) in
Ok
(Executable
{
kernels;
graph_meta = scheduled.vars_metadata;
graph_outputs = graph.output_vars;
})
let execute (type device_buffer_native callable_kernel_native)
~(backend :
(module Backend_intf.S
with type device_buffer_native = device_buffer_native
and type callable_kernel_native = callable_kernel_native))
(Executable exe) ~inputs ~(outputs : Var.t list) =
let ( let* ) = Result.bind in
let module B = (val backend) in
let dev = B.Device_info.get_default () in
let live : (Var.t, B.any_device_buffer) Hashtbl.t = Hashtbl.copy inputs in
let ensure_buffer (v : Var.t) : (B.any_device_buffer, string) result =
match Hashtbl.find_opt live v with
| Some b -> Ok b
| None -> (
match Hashtbl.find_opt exe.graph_meta v with
| None -> Error ("Missing metadata for " ^ Var.to_string v)
| Some { dtype = Dtype.Any_Dtype dt; shape; _ } ->
let elem_count =
Array.fold_left ( * ) 1
(if Array.length shape = 0 then [| 1 |] else shape)
in
let bytes = elem_count * Dtype.sizeof_elt dt in
let* buf =
B.Runtime.allocate_buffer ~device_info:dev ~size_in_bytes:bytes
~dtype:dt
in
let any = Backend_intf.Any_Device_Buffer buf in
Hashtbl.add live v any;
Ok any)
in
let launch (k : _ kernel_artifact) =
let* args =
result_fold_left
(fun acc v ->
let* b = ensure_buffer v in
Ok (b :: acc))
[] k.arg_order
in
B.Runtime.launch_kernel ~device_info:dev ~global_dims:k.global_dims
?local_dims:k.local_dims ~args:(List.rev args) k.compiled
in
let* () = result_fold_left (fun () k -> launch k) () exe.kernels in
let result_tbl = Hashtbl.create (List.length outputs) in
List.iter
(fun v ->
match Hashtbl.find_opt live v with
| Some b -> Hashtbl.add result_tbl v b
| None -> (
match Hashtbl.find_opt exe.graph_meta v with
| Some { dtype = Dtype.Any_Dtype dt; shape; _ } -> (
let elem_count =
Array.fold_left ( * ) 1
(if Array.length shape = 0 then [| 1 |] else shape)
in
let bytes = elem_count * Dtype.sizeof_elt dt in
match
B.Runtime.allocate_buffer ~device_info:dev ~size_in_bytes:bytes
~dtype:dt
with
| Ok buf ->
let any = Backend_intf.Any_Device_Buffer buf in
Hashtbl.add result_tbl v any;
Hashtbl.add live v any
| Error _ -> ())
| None -> ()))
outputs;
Ok result_tbl
let allocate_buffer (type device_buffer_native)
~(backend :
(module Backend_intf.S
with type device_buffer_native = device_buffer_native)) ~size_in_bytes
~(dtype : 'a Dtype.t) =
let module B = (val backend) in
let device_info = B.Device_info.get_default () in
B.Runtime.allocate_buffer ~device_info ~size_in_bytes ~dtype
let copy_to_device (type device_buffer_native)
~(backend :
(module Backend_intf.S
with type device_buffer_native = device_buffer_native)) ~dest_buffer
~host =
let module B = (val backend) in
let bytes = Bigarray.Array1.size_in_bytes host in
if bytes = 0 then Ok ()
else
let ptr =
Ctypes.(raw_address_of_ptr (to_voidp (bigarray_start array1 host)))
in
B.Runtime.copy_to_device ~dest_buffer ~host_data:ptr
~host_data_offset_bytes:0 ~copy_size_bytes:bytes
let copy_from_device (type device_buffer_native)
~(backend :
(module Backend_intf.S
with type device_buffer_native = device_buffer_native)) ~src_buffer
~dest =
let module B = (val backend) in
let bytes = Bigarray.Array1.size_in_bytes dest in
if bytes = 0 then Ok ()
else
let ptr =
Ctypes.(raw_address_of_ptr (to_voidp (bigarray_start array1 dest)))
in
B.Runtime.copy_from_device ~src_buffer ~host_dest_ptr:ptr
~device_data_offset_bytes:0 ~copy_size_bytes:bytes
module Internal = struct
module Grouper = Grouper
module Lowerer = Lowerer
end