Source file rune_jit_llvm.ml
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open Rune_jit
type device_info = {
context : Llvm.llcontext;
module_ : Llvm.llmodule;
engine : Llvm_executionengine.llexecutionengine;
target_data : Llvm_target.DataLayout.t;
}
type device_buffer_native = {
ptr : nativeint;
size_bytes : int;
dtype : Ir.Dtype.any;
}
type compiled_artifact_native = {
function_names : string list;
}
type callable_kernel_native = { name : string }
type nonrec 'a device_buffer =
('a, device_buffer_native) Backend_intf.device_buffer
type nonrec any_device_buffer =
device_buffer_native Backend_intf.any_device_buffer
type nonrec compiled_artifact =
compiled_artifact_native Backend_intf.compiled_artifact
type nonrec callable_kernel =
callable_kernel_native Backend_intf.callable_kernel
let dtype_to_llvm_type context (Ir.Dtype.Any_Dtype dt) =
match dt with
| Ir.Dtype.Float32 -> Llvm.float_type context
| Ir.Dtype.Int32 -> Llvm.i32_type context
| Ir.Dtype.Bool -> Llvm.i1_type context
| Ir.Dtype.Uint8 -> Llvm.i8_type context
| Ir.Dtype.Unit -> Llvm.void_type context
let foreign_malloc =
Foreign.foreign "malloc" Ctypes.(size_t @-> returning (ptr void))
let foreign_memcpy =
Foreign.foreign "memcpy"
Ctypes.(ptr void @-> ptr void @-> size_t @-> returning (ptr void))
module Device_info = struct
let global_device_info = ref None
let get_default () =
match !global_device_info with
| Some info -> info
| None ->
let context = Llvm.global_context () in
ignore (Llvm_all_backends.initialize ());
let dummy_module = Llvm.create_module context "dummy" in
let engine = Llvm_executionengine.create dummy_module in
let target_data = Llvm_executionengine.data_layout engine in
let info = { context; module_ = dummy_module; engine; target_data } in
global_device_info := Some info;
info
let max_shared_memory _ =
1024 * 1024 * 16
let max_workgroup_size _ =
[| 1024; 1024; 1024 |]
let supports_dtype _ _ = true
let renderer_float4_str _ = None
let renderer_smem_prefix _ = ""
let renderer_barrier_str _ = ""
end
module Renderer = struct
let pending_kernels : (string, Ir.Lowered.graph_t) Hashtbl.t =
Hashtbl.create 10
let render ~device_info:_ ~lowered_ir ~kernel_name =
Hashtbl.add pending_kernels kernel_name lowered_ir;
kernel_name
end
module Compiler = struct
type compile_options = {
optimization_level : int;
fast_math : bool;
device_info : device_info;
}
let default_options device_info =
{ optimization_level = 2; fast_math = true; device_info }
let compile_instruction context builder vars_table = function
| Ir.Lowered.L_Const { dtype; value; out } ->
let lltype = dtype_to_llvm_type context dtype in
let llvalue =
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.const_float lltype (float_of_string value)
| Ir.Dtype.Any_Dtype Ir.Dtype.Int32 ->
Llvm.const_int lltype (int_of_string value)
| Ir.Dtype.Any_Dtype Ir.Dtype.Uint8 ->
Llvm.const_int lltype (int_of_string value)
| Ir.Dtype.Any_Dtype Ir.Dtype.Bool ->
Llvm.const_int lltype (if value = "true" then 1 else 0)
| _ -> failwith "Unsupported constant type"
in
Hashtbl.add vars_table out llvalue
| Ir.Lowered.L_ALU { dst; op; args; dtype } ->
let lltype = dtype_to_llvm_type context dtype in
let get_var v =
try Hashtbl.find vars_table v
with Not_found ->
failwith (Printf.sprintf "Variable v%d not found" v)
in
let llvalue =
match (op, args) with
| Ir.Lowered.Binary Ir.Add, [ a; b ] -> (
let a_val = get_var a in
let b_val = get_var b in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fadd a_val b_val "add" builder
| _ -> Llvm.build_add a_val b_val "add" builder)
| Ir.Lowered.Binary Ir.Mul, [ a; b ] -> (
let a_val = get_var a in
let b_val = get_var b in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fmul a_val b_val "mul" builder
| _ -> Llvm.build_mul a_val b_val "mul" builder)
| Ir.Lowered.Binary Ir.Sub, [ a; b ] -> (
let a_val = get_var a in
let b_val = get_var b in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fsub a_val b_val "sub" builder
| _ -> Llvm.build_sub a_val b_val "sub" builder)
| Ir.Lowered.Binary Ir.Div, [ a; b ] -> (
let a_val = get_var a in
let b_val = get_var b in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fdiv a_val b_val "div" builder
| _ -> Llvm.build_sdiv a_val b_val "div" builder)
| Ir.Lowered.Binary Ir.Cmplt, [ a; b ] -> (
let a_val = get_var a in
let b_val = get_var b in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fcmp Llvm.Fcmp.Olt a_val b_val "cmplt" builder
| _ -> Llvm.build_icmp Llvm.Icmp.Slt a_val b_val "cmplt" builder)
| Ir.Lowered.Unary Ir.Neg, [ a ] -> (
let a_val = get_var a in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fneg a_val "neg" builder
| _ -> Llvm.build_neg a_val "neg" builder)
| Ir.Lowered.Unary Ir.Sqrt, [ a ] ->
let a_val = get_var a in
let fn_type = Llvm.function_type lltype [| lltype |] in
let sqrt_fn =
Llvm.declare_function "llvm.sqrt.f32" fn_type
(Llvm.global_parent
(Llvm.block_parent (Llvm.insertion_block builder)))
in
Llvm.build_call fn_type sqrt_fn [| a_val |] "sqrt" builder
| Ir.Lowered.Ternary Ir.Where, [ cond; true_val; false_val ] ->
let cond_val = get_var cond in
let true_val_ll = get_var true_val in
let false_val_ll = get_var false_val in
let cond_i1 =
if Llvm.type_of cond_val = Llvm.i1_type context then cond_val
else if Llvm.type_of cond_val = Llvm.i8_type context then
Llvm.build_icmp Llvm.Icmp.Ne cond_val
(Llvm.const_int (Llvm.i8_type context) 0)
"cond_bool" builder
else
Llvm.build_icmp Llvm.Icmp.Ne cond_val
(Llvm.const_int (Llvm.type_of cond_val) 0)
"cond_bool" builder
in
Llvm.build_select cond_i1 true_val_ll false_val_ll "where" builder
| Ir.Lowered.Ternary Ir.Mulacc, [ a; b; c ] -> (
let a_val = get_var a in
let b_val = get_var b in
let c_val = get_var c in
let mul_result =
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fmul a_val b_val "mul_tmp" builder
| _ -> Llvm.build_mul a_val b_val "mul_tmp" builder
in
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Float32 ->
Llvm.build_fadd mul_result c_val "mulacc" builder
| _ -> Llvm.build_add mul_result c_val "mulacc" builder)
| _ -> failwith "Unsupported ALU operation"
in
Hashtbl.add vars_table dst llvalue
| Ir.Lowered.L_Load { dst; buf; idx; dtype; valid = _ } ->
let ptr_val =
try Hashtbl.find vars_table buf
with Not_found ->
failwith (Printf.sprintf "Buffer v%d not found" buf)
in
let idx_val =
try Hashtbl.find vars_table idx
with Not_found ->
failwith (Printf.sprintf "Index v%d not found" idx)
in
let actual_lltype =
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Bool -> Llvm.i8_type context
| _ -> dtype_to_llvm_type context dtype
in
let idx_64 =
if Llvm.type_of idx_val = Llvm.i32_type context then
Llvm.build_sext idx_val (Llvm.i64_type context) "idx_i64" builder
else idx_val
in
let gep =
Llvm.build_gep actual_lltype ptr_val [| idx_64 |] "gep" builder
in
let loaded = Llvm.build_load actual_lltype gep "load" builder in
let final_value =
match dtype with
| Ir.Dtype.Any_Dtype Ir.Dtype.Bool ->
Llvm.build_icmp Llvm.Icmp.Ne loaded
(Llvm.const_int (Llvm.i8_type context) 0)
"to_bool" builder
| _ -> loaded
in
Hashtbl.add vars_table dst final_value
| Ir.Lowered.L_Store { buf; idx; src; valid = _ } ->
let ptr_val =
try Hashtbl.find vars_table buf
with Not_found ->
failwith (Printf.sprintf "Buffer v%d not found" buf)
in
let idx_val =
try Hashtbl.find vars_table idx
with Not_found ->
failwith (Printf.sprintf "Index v%d not found" idx)
in
let src_val =
try Hashtbl.find vars_table src
with Not_found ->
failwith (Printf.sprintf "Source v%d not found" src)
in
let elem_type = Llvm.type_of src_val in
let idx_64 =
if Llvm.type_of idx_val = Llvm.i32_type context then
Llvm.build_sext idx_val (Llvm.i64_type context) "idx_i64" builder
else idx_val
in
let gep = Llvm.build_gep elem_type ptr_val [| idx_64 |] "gep" builder in
ignore (Llvm.build_store src_val gep builder)
| Ir.Lowered.L_Range { idx; bound } ->
let _bound_val =
try Hashtbl.find vars_table bound
with Not_found ->
let zero = Llvm.const_int (Llvm.i32_type context) 0 in
Hashtbl.add vars_table bound zero;
zero
in
let zero = Llvm.const_int (Llvm.i32_type context) 0 in
Hashtbl.add vars_table idx zero
| Ir.Lowered.L_Special { dst; kind } ->
let value =
match kind with
| Ir.Special_index_kind.Global_task_idx _
| Ir.Special_index_kind.Local_thread_idx _
| Ir.Special_index_kind.Workgroup_idx _ ->
Llvm.const_int (Llvm.i32_type context) 0
in
Hashtbl.add vars_table dst value
| Ir.Lowered.L_Buffer { dtype; size; out } ->
let lltype = dtype_to_llvm_type context dtype in
let alloca =
Llvm.build_array_alloca lltype
(Llvm.const_int (Llvm.i32_type context) size)
"buffer" builder
in
Hashtbl.add vars_table out alloca
| Ir.Lowered.L_EndRange | Ir.Lowered.L_EndIf | Ir.Lowered.L_Barrier ->
()
| _ -> ()
let kernel_counter = ref 0
let kernel_name_map =
Hashtbl.create 32
let compile_kernel device_info lowered_ir original_kernel_name =
let kernel_name =
Printf.sprintf "%s_%d" original_kernel_name !kernel_counter
in
incr kernel_counter;
Hashtbl.add kernel_name_map original_kernel_name kernel_name;
let context = device_info.context in
let module_ = Llvm.create_module context kernel_name in
let ptr_type = Llvm.pointer_type context in
let i32_type = Llvm.i32_type context in
let all_params =
lowered_ir.Ir.Lowered.kernel_input_vars
@ lowered_ir.Ir.Lowered.kernel_output_vars
in
let num_params = List.length all_params in
let param_types =
Array.init (num_params + 1) (fun i ->
if i < num_params then ptr_type else i32_type)
in
let fn_type = Llvm.function_type (Llvm.void_type context) param_types in
let fn = Llvm.declare_function kernel_name fn_type module_ in
let entry_bb = Llvm.append_block context "entry" fn in
let builder = Llvm.builder context in
Llvm.position_at_end entry_bb builder;
let vars_table = Hashtbl.create 256 in
List.iteri
(fun i var ->
let param = Llvm.param fn i in
Hashtbl.add vars_table var param)
all_params;
let size_param = Llvm.param fn num_params in
let has_global_task_idx = ref None in
List.iter
(function
| Ir.Lowered.L_Special
{ dst; kind = Ir.Special_index_kind.Global_task_idx _ } ->
has_global_task_idx := Some dst
| _ -> ())
lowered_ir.instructions;
let loop_stack = ref [] in
let rec process_instructions instrs =
match instrs with
| [] -> ()
| Ir.Lowered.L_Range { idx; bound } :: rest ->
let bound_val =
try Hashtbl.find vars_table bound
with Not_found ->
failwith (Printf.sprintf "Bound variable v%d not found" bound)
in
let loop_bb = Llvm.append_block context "loop" fn in
let body_bb = Llvm.append_block context "loop_body" fn in
let end_bb = Llvm.append_block context "loop_end" fn in
let counter_ptr =
Llvm.build_alloca (Llvm.i32_type context) "counter" builder
in
let zero = Llvm.const_int (Llvm.i32_type context) 0 in
ignore (Llvm.build_store zero counter_ptr builder);
ignore (Llvm.build_br loop_bb builder);
Llvm.position_at_end loop_bb builder;
let current_idx =
Llvm.build_load (Llvm.i32_type context) counter_ptr "idx" builder
in
Hashtbl.add vars_table idx current_idx;
let cond =
Llvm.build_icmp Llvm.Icmp.Slt current_idx bound_val "loop_cond"
builder
in
ignore (Llvm.build_cond_br cond body_bb end_bb builder);
Llvm.position_at_end body_bb builder;
let rec find_body acc = function
| [] -> failwith "L_Range without matching L_EndRange"
| Ir.Lowered.L_EndRange :: rest -> (List.rev acc, rest)
| instr :: rest -> find_body (instr :: acc) rest
in
let body_instrs, rest_after_loop = find_body [] rest in
loop_stack := (counter_ptr, loop_bb) :: !loop_stack;
process_instructions body_instrs;
loop_stack := List.tl !loop_stack;
let next_idx =
Llvm.build_add current_idx
(Llvm.const_int (Llvm.i32_type context) 1)
"next_idx" builder
in
ignore (Llvm.build_store next_idx counter_ptr builder);
ignore (Llvm.build_br loop_bb builder);
Llvm.position_at_end end_bb builder;
process_instructions rest_after_loop
| instr :: rest ->
compile_instruction context builder vars_table instr;
process_instructions rest
in
let process_with_loop global_idx_var =
let loop_bb = Llvm.append_block context "main_loop" fn in
let body_bb = Llvm.append_block context "main_body" fn in
let end_bb = Llvm.append_block context "main_end" fn in
let counter_ptr = Llvm.build_alloca i32_type "main_counter" builder in
let zero = Llvm.const_int i32_type 0 in
ignore (Llvm.build_store zero counter_ptr builder);
ignore (Llvm.build_br loop_bb builder);
Llvm.position_at_end loop_bb builder;
let current_idx =
Llvm.build_load i32_type counter_ptr "main_idx" builder
in
let cond =
Llvm.build_icmp Llvm.Icmp.Slt current_idx size_param "main_cond" builder
in
ignore (Llvm.build_cond_br cond body_bb end_bb builder);
Llvm.position_at_end body_bb builder;
Hashtbl.add vars_table global_idx_var current_idx;
let rec process_body_instructions = function
| [] -> ()
| Ir.Lowered.L_Special
{ dst = _; kind = Ir.Special_index_kind.Global_task_idx _ }
:: rest ->
process_body_instructions rest
| instr :: rest ->
compile_instruction context builder vars_table instr;
process_body_instructions rest
in
process_body_instructions lowered_ir.instructions;
let next_idx =
Llvm.build_add current_idx
(Llvm.const_int i32_type 1)
"next_main_idx" builder
in
ignore (Llvm.build_store next_idx counter_ptr builder);
ignore (Llvm.build_br loop_bb builder);
Llvm.position_at_end end_bb builder
in
(match !has_global_task_idx with
| Some global_idx_var -> process_with_loop global_idx_var
| None -> process_instructions lowered_ir.instructions);
ignore (Llvm.build_ret_void builder);
(try Llvm_analysis.assert_valid_function fn
with e ->
Printf.eprintf "Function validation failed: %s\n" (Printexc.to_string e);
Printf.eprintf "Module:\n%s\n" (Llvm.string_of_llmodule module_);
raise e);
(module_, kernel_name)
let compile ~device_info ~source_code ~options:_ =
let original_kernel_name = source_code in
match Hashtbl.find_opt Renderer.pending_kernels original_kernel_name with
| None ->
Error
(Printf.sprintf "No lowered IR found for kernel '%s'"
original_kernel_name)
| Some lowered_ir ->
let module_, unique_fn_name =
compile_kernel device_info lowered_ir original_kernel_name
in
Hashtbl.remove Renderer.pending_kernels original_kernel_name;
Llvm_executionengine.add_module module_ device_info.engine;
let native_artifact = { function_names = [ unique_fn_name ] } in
let entry_points = [ original_kernel_name ] in
Ok { Backend_intf.native_artifact; entry_points }
end
module Runtime = struct
let allocate_buffer ~device_info:_ ~size_in_bytes ~dtype =
let ptr =
if size_in_bytes > 0 then
let raw_ptr = foreign_malloc (Unsigned.Size_t.of_int size_in_bytes) in
Ctypes.raw_address_of_ptr raw_ptr
else Nativeint.zero
in
let native_buffer =
{ ptr; size_bytes = size_in_bytes; dtype = Ir.Dtype.Any_Dtype dtype }
in
Ok { Backend_intf.native_buffer; size_in_bytes; dtype }
let copy_to_device ~dest_buffer ~host_data ~host_data_offset_bytes
~copy_size_bytes =
(if copy_size_bytes > 0 then
let dest_ptr =
Ctypes.(ptr_of_raw_address dest_buffer.Backend_intf.native_buffer.ptr)
in
let src_ptr =
Ctypes.ptr_of_raw_address
(Nativeint.add host_data (Nativeint.of_int host_data_offset_bytes))
in
ignore
(foreign_memcpy dest_ptr src_ptr
(Unsigned.Size_t.of_int copy_size_bytes)));
Ok ()
let copy_from_device ~src_buffer ~host_dest_ptr ~device_data_offset_bytes
~copy_size_bytes =
(if copy_size_bytes > 0 then
let src_ptr =
Ctypes.ptr_of_raw_address
(Nativeint.add src_buffer.Backend_intf.native_buffer.ptr
(Nativeint.of_int device_data_offset_bytes))
in
let dest_ptr = Ctypes.ptr_of_raw_address host_dest_ptr in
ignore
(foreign_memcpy dest_ptr src_ptr
(Unsigned.Size_t.of_int copy_size_bytes)));
Ok ()
let get_kernel ~artifact:_ ~kernel_name =
match Hashtbl.find_opt Compiler.kernel_name_map kernel_name with
| Some unique_name ->
let native_kernel = { name = unique_name } in
Ok { Backend_intf.native_kernel; name = kernel_name }
| None -> Error (Printf.sprintf "Kernel '%s' not found" kernel_name)
let launch_kernel ?local_dims:_ ~device_info ~global_dims ~args kernel =
let engine = device_info.engine in
let ptr_list =
List.map
(fun arg ->
match arg with
| Backend_intf.Any_Device_Buffer buf ->
Ctypes.ptr_of_raw_address buf.native_buffer.ptr)
args
in
let size = global_dims.(0) in
let open Ctypes in
(match ptr_list with
| [ p1 ] ->
let fn_ptr =
Llvm_executionengine.get_function_address
kernel.Backend_intf.native_kernel.name
(Foreign.funptr (ptr void @-> int @-> returning void))
engine
in
fn_ptr p1 size
| [ p1; p2 ] ->
let fn_ptr =
Llvm_executionengine.get_function_address
kernel.Backend_intf.native_kernel.name
(Foreign.funptr (ptr void @-> ptr void @-> int @-> returning void))
engine
in
fn_ptr p1 p2 size
| [ p1; p2; p3 ] ->
let fn_ptr =
Llvm_executionengine.get_function_address
kernel.Backend_intf.native_kernel.name
(Foreign.funptr
(ptr void @-> ptr void @-> ptr void @-> int @-> returning void))
engine
in
fn_ptr p1 p2 p3 size
| [ p1; p2; p3; p4 ] ->
let fn_ptr =
Llvm_executionengine.get_function_address
kernel.Backend_intf.native_kernel.name
(Foreign.funptr
(ptr void @-> ptr void @-> ptr void @-> ptr void @-> int
@-> returning void))
engine
in
fn_ptr p1 p2 p3 p4 size
| [ p1; p2; p3; p4; p5 ] ->
let fn_ptr =
Llvm_executionengine.get_function_address
kernel.Backend_intf.native_kernel.name
(Foreign.funptr
(ptr void @-> ptr void @-> ptr void @-> ptr void @-> ptr void
@-> int @-> returning void))
engine
in
fn_ptr p1 p2 p3 p4 p5 size
| [ p1; p2; p3; p4; p5; p6 ] ->
let fn_ptr =
Llvm_executionengine.get_function_address
kernel.Backend_intf.native_kernel.name
(Foreign.funptr
(ptr void @-> ptr void @-> ptr void @-> ptr void @-> ptr void
@-> ptr void @-> int @-> returning void))
engine
in
fn_ptr p1 p2 p3 p4 p5 p6 size
| _ ->
failwith
(Printf.sprintf "Unsupported number of arguments: %d"
(List.length args)));
Ok ()
let synchronize ~device_info:_ =
()
end
let name = "llvm"