package rune
Automatic differentiation and JIT compilation for OCaml
Install
Dune Dependency
Authors
Maintainers
Sources
raven-1.0.0.alpha0.tbz
sha256=a9a8a9787f8250337187bb7b21cb317c41bfd2ecf08bcfe0ab407c7b6660764d
sha512=fe13cf257c487e41efe2967be147d80fa94bac8996d3aab2b8fd16f0bbbd108c15e0e58c025ec9bf294d4a0d220ca2ba00c3b1b42fa2143f758c5f0ee4c15782
doc/src/rune.jit/rune_jit.ml.html
Source file rune_jit.ml
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(* rune_jit.ml *) module Ir = Ir module Dtype = Ir.Dtype module Var = Ir.Var module Backend_intf = Backend_intf type 'a kernel_artifact = { spec_name : string; compiled : 'a; arg_order : Var.t list; (* inputs first, then outputs *) } 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 (* helper: monadic left-fold *) 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 (* ───── top-level API ───── *) let schedule = Scheduler.schedule let lower ~kernel_spec ~original_graph_vars_metadata = Lowerer.lower_kernel ~kernel_spec ~original_graph_vars_metadata 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 specs = Scheduler.schedule graph in let dev = B.Device_info.get_default () in let opts = B.Compiler.default_options dev in let compile_kernel (spec : Scheduler.kernel_spec_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 { spec_name = spec.name; compiled = kern; arg_order = spec.inputs @ spec.outputs; } 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 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 = Hashtbl.copy inputs in let ensure_output v = if Hashtbl.mem live v then Ok () else 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 bytes = Array.fold_left ( * ) 1 shape * Dtype.sizeof_elt dt in let* buf = B.Runtime.allocate_buffer ~device_info:dev ~size_in_bytes:bytes ~dtype:dt in Hashtbl.add live v (Backend_intf.Any_Device_Buffer buf); Ok () in let* () = result_fold_left (fun () v -> ensure_output v) () outputs in let buffer_for v = match Hashtbl.find_opt live v with | Some b -> Ok b | None -> Error ("No buffer for " ^ Var.to_string v) in let launch k = let* args = result_fold_left (fun acc hl -> let* b = buffer_for hl in Ok (b :: acc)) [] k.arg_order in B.Runtime.launch_kernel ~device_info:dev ~global_dims:[| 128; 1; 1 |] ?local_dims:None ~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 -> Option.iter (fun b -> Hashtbl.add result_tbl v b) (Hashtbl.find_opt live v)) outputs; Ok result_tbl (* ───── convenience wrappers ───── *) 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 Debug = struct let schedule = schedule let lower_kernel ~kernel_spec ~original_graph_vars_metadata = lower ~kernel_spec ~original_graph_vars_metadata end
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