Source file owl_computation_symbol.ml
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# 1 "src/base/compute/owl_computation_symbol.ml"
open Owl_graph
module Make
(Shape : Owl_computation_shape_sig.Sig)
= struct
module Shape = Shape
open Shape
open Shape.Type
open Shape.Type.Device
let op_to_str = function
| Noop -> "Noop"
| Var -> "Var"
| Const -> "Const"
| Empty _shape -> "Empty"
| Zeros _shape -> "Zeros"
| Ones _shape -> "Ones"
| Create _shape -> "Create"
| Sequential _shape -> "Sequential"
| Uniform _shape -> "Uniform"
| Gaussian _shape -> "Gaussian"
| Bernoulli _shape -> "Bernoulli"
| Init (_shape, _f) -> "Init"
| Get _i -> "Get"
| Set _i -> "Set"
| GetSlice _slice -> "GetSlice"
| SetSlice _slice -> "SetSlice"
| Copy -> "Copy"
| Reset -> "Reset"
| Reshape _shape -> "Reshape"
| Reverse -> "Reverse"
| Tile _repeats -> "Tile"
| Repeat _repeats -> "Repeat"
| Concatenate _axis -> "Concatenate"
| Split (_axis, _parts) -> "Split"
| Draw (_axis, _n) -> "Draw"
| Map _f -> "Map"
| Fold (_axis, _f) -> "Fold"
| Scan (_axis, _f) -> "Scan"
| OneHot depth -> Printf.sprintf "OneHot d:%i" depth
| OfArray _s -> "OfArray"
| Delay _f -> "Delay"
| DelayArray (_shape, _f) -> "DelayArray"
| LazyPrint (_max_row, _max_col, _header, _fmt) -> "LazyPrint"
| Abs -> "Abs"
| Neg -> "Neg"
| Floor -> "Floor"
| Ceil -> "Ceil"
| Round -> "Round"
| Sqr -> "Sqr"
| Sqrt -> "Sqrt"
| Log -> "Log"
| Log2 -> "Log2"
| Log10 -> "Log10"
| Exp -> "Exp"
| Sin -> "Sin"
| Cos -> "Cos"
| Tan -> "Tan"
| Sinh -> "Sinh"
| Cosh -> "Cosh"
| Tanh -> "Tanh"
| Asin -> "Asin"
| Acos -> "Acos"
| Atan -> "Atan"
| Asinh -> "Asinh"
| Acosh -> "Acosh"
| Atanh -> "Atanh"
| Min axis -> Printf.sprintf "Min axis:%i" axis
| Max axis -> Printf.sprintf "Max axis:%i" axis
| Sum axis -> Printf.sprintf "Sum axis:%i" axis
| SumReduce _axis -> "SumReduce"
| Signum -> "Signum"
| Sigmoid -> "Sigmoid"
| Relu -> "Relu"
| Min' -> "Min'"
| Max' -> "Max'"
| Sum' -> "Sum'"
| L1norm' -> "L1norm'"
| L2norm' -> "L2norm'"
| L2NormSqr' -> "L2NormSqr'"
| ClipByValue -> "ClipByValue"
| ClipByL2norm -> "ClipByL2norm"
| Pow -> "Pow"
| ScalarPow -> "ScalarPow"
| PowScalar -> "PowScalar"
| Atan2 -> "Atan2"
| ScalarAtan2 -> "ScalarAtan2"
| Atan2Scalar -> "Atan2Scalar"
| Hypot -> "Hypot"
| Min2 -> "Min2"
| Max2 -> "Max2"
| Add -> "Add"
| Sub -> "Sub"
| Mul -> "Mul"
| Div -> "Div"
| AddScalar -> "AddScalar"
| SubScalar -> "SubScalar"
| MulScalar -> "MulScalar"
| DivScalar -> "DivScalar"
| ScalarAdd -> "ScalarAdd"
| ScalarSub -> "ScalarSub"
| ScalarMul -> "ScalarMul"
| ScalarDiv -> "ScalarDiv"
| FMA -> "FMA"
| EltEqual -> "EltEqual"
| EltNotEqual -> "EltNotEqual"
| EltLess -> "EltLess"
| EltGreater -> "EltGreater"
| EltLessEqual -> "EltLessEqual"
| EltGreaterEqual -> "EltGreaterEqual"
| EltEqualScalar -> "EltEqualScalar"
| EltNotEqualScalar -> "EltNotEqualScalar"
| EltLessScalar -> "EltLessScalar"
| EltGreaterScalar -> "EltGreaterScalar"
| EltLessEqualScalar -> "EltLessEqualScalar"
| EltGreaterEqualScalar -> "EltGreaterEqualScalar"
| Conv1d (_padding, _stride) -> "Conv1d"
| Conv2d (__padding, __stride) -> "Conv2d"
| Conv3d (_padding, _stride) -> "Conv3d"
| TransposeConv1d (_padding, _stride) -> "TransposeConv1d"
| TransposeConv2d (_padding, _stride) -> "TransposeConv2d"
| TransposeConv3d (_padding, _stride) -> "TransposeConv3d"
| DilatedConv1d (_padding, _stride, _rate) -> "DilatedConv1d"
| DilatedConv2d (_padding, _stride, _rate) -> "DilatedConv2d"
| DilatedConv3d (_padding, _stride, _rate) -> "DilatedConv3d"
| MaxPool1d (_padding, _kernel, _stride) -> "MaxPool1d"
| MaxPool2d (_padding, _kernel, _stride) -> "MaxPool2d"
| MaxPool3d (_padding, _kernel, _stride) -> "MaxPool3d"
| AvgPool1d (_padding, _kernel, _stride) -> "AvgPool1d"
| AvgPool2d (_padding, _kernel, _stride) -> "AvgPool2d"
| AvgPool3d (_padding, _kernel, _stride) -> "AvgPool3d"
| UpSampling2d _size -> "UpSampling2d"
| Conv1dBackwardInput _stride -> "Conv1dBackwardInput"
| Conv1dBackwardKernel _stride -> "Conv1dBackwardKernel"
| Conv2dBackwardInput _stride -> "Conv2dBackwardInput"
| Conv2dBackwardKernel _stride -> "Conv2dBackwardKernel"
| Conv3dBackwardInput _stride -> "Conv3dBackwardInput"
| Conv3dBackwardKernel _stride -> "Conv3dBackwardKernel"
| TransposeConv1dBackwardInput _stride -> "TransposeConv1dBackwardInput"
| TransposeConv1dBackwardKernel _stride -> "TransposeConv1dBackwardKernel"
| TransposeConv2dBackwardInput _stride -> "TransposeConv2dBackwardInput"
| TransposeConv2dBackwardKernel _stride -> "TransposeConv2dBackwardKernel"
| TransposeConv3dBackwardInput _stride -> "TransposeConv3dBackwardInput"
| TransposeConv3dBackwardKernel _stride -> "TransposeConv3dBackwardKernel"
| DilatedConv1dBackwardInput (_stride, _rate) -> "DilatedConv1dBackwardInput"
| DilatedConv1dBackwardKernel (_stride, _rate) -> "DilatedConv1dBackwardKernel"
| DilatedConv2dBackwardInput (_stride, _rate) -> "DilatedConv2dBackwardInput"
| DilatedConv2dBackwardKernel (_stride, _rate) -> "DilatedConv2dBackwardKernel"
| DilatedConv3dBackwardInput (_stride, _rate) -> "DilatedConv3dBackwardInput"
| DilatedConv3dBackwardKernel (_stride, _rate) -> "DilatedConv3dBackwardKernel"
| MaxPool1dBackward (_padding, _kernel, _stride) -> "MaxPool1dBackward"
| MaxPool2dBackward (_padding, _kernel, _stride) -> "MaxPool2dBackward"
| MaxPool3dBackward (_padding, _kernel, _stride) -> "MaxPool3dBackward"
| AvgPool1dBackward (_padding, _kernel, _stride) -> "AvgPool1dBackward"
| AvgPool2dBackward (_padding, _kernel, _stride) -> "AvgPool2dBackward"
| AvgPool3dBackward (_padding, _kernel, _stride) -> "AvgPool3dBackward"
| UpSampling2dBackward _size -> "UpSampling2dBackward"
| Pad (_v, _padding) -> "Pad"
| RowNum -> "RowNum"
| ColNum -> "ColNum"
| Row -> "Row"
| Rows _i -> "Rows"
| CopyRowTo -> "CopyRowTo"
| CopyColTo -> "CopyColTo"
| Dot (_transa, _transb, _alpha, _beta) -> "Dot"
| Inv -> "Inv"
| Trace -> "Trace"
| Transpose _i -> "Transpose"
| ToRows -> "ToRows"
| OfRows -> "OfRows"
| Scalar_Add -> "Scalar Add"
| Scalar_Sub -> "Scalar Sub"
| Scalar_Mul -> "Scalar Mul"
| Scalar_Div -> "Scalar Div"
| Scalar_Pow -> "Scalar Pow"
| Scalar_Atan2 -> "Scalar Atan2"
| Scalar_Abs -> "Scalar Abs"
| Scalar_Neg -> "Scalar Neg"
| Scalar_Sqr -> "Scalar Sqr"
| Scalar_Sqrt -> "Scalar Sqrt"
| Scalar_Exp -> "Scalar Exp"
| Scalar_Log -> "Scalar Log"
| Scalar_Log2 -> "Scalar Log2"
| Scalar_Log10 -> "Scalar Log10"
| Scalar_Signum -> "Scalar Signum"
| Scalar_Floor -> "Scalar Floor"
| Scalar_Ceil -> "Scalar Ceil"
| Scalar_Round -> "Scalar Round"
| Scalar_Sin -> "Scalar Sin"
| Scalar_Cos -> "Scalar Cos"
| Scalar_Tan -> "Scalar Tan"
| Scalar_Sinh -> "Scalar Sinh"
| Scalar_Cosh -> "Scalar Cosh"
| Scalar_Tanh -> "Scalar Tanh"
| Scalar_Asin -> "Scalar Asin"
| Scalar_Acos -> "Scalar Acos"
| Scalar_Atan -> "Scalar Atan"
| Scalar_Asinh -> "Scalar Asinh"
| Scalar_Acosh -> "Scalar Acosh"
| Scalar_Atanh -> "Scalar Atanh"
| Scalar_Relu -> "Scalar Relu"
| Scalar_Sigmoid -> "Scalar Sigmoid"
| Fused_Adagrad (_rate, _eps) -> "Fused_Adagrad"
let is_random_variable = function
| Uniform _shape -> true
| Gaussian _shape -> true
| Bernoulli _shape -> true
| _ -> false
let refnum x = Owl_graph.outdegree x
let node_shape x =
let x_shape = (attr x).shape in
let p = (Array.length x_shape > 0) in
let s = "shape information is missing." in
Owl_exception.(check p (INVALID_ARGUMENT s));
match x_shape.(0) with
| Some s -> s
| None -> failwith "Owl_computation_symbol:node_shape"
let node_numel x = Array.fold_left ( * ) 1 (node_shape x)
let is_shape_unknown x =
let x_shape = (attr x).shape in
match x_shape.(0) with
| Some _ -> true
| None -> false
let infer_shape_graph xs =
iter_descendants (fun x ->
if is_shape_unknown x = false then (
let x_attr = attr x in
let x_parents = parents x in
x_attr.shape <- infer_shape x_attr.op x_parents
)
) xs
let shape_to_str shp =
let p = (Array.length shp > 0) in
let s = "shape information is missing." in
Owl_exception.(check p (INVALID_ARGUMENT s));
let s = match shp.(0) with
| Some s -> Owl_utils_array.to_string string_of_int s
| None -> "unknown"
in
Printf.sprintf "[%s]" s
let node_to_str n =
let attr = attr n in
let shape_s = shape_to_str attr.shape in
let state_s = if attr.state = Valid then "valid" else "invalid" in
Printf.sprintf "[ #%i | name:%s | op:%s | state:%s | r:%i | s:%s ]"
(id n) (name n) (op_to_str attr.op) state_s (refnum n) shape_s
let node_to_arr x = Arr x
let arr_to_node = function Arr x -> x
let node_to_elt x = Elt x
let elt_to_node = function Elt x -> x
let new_block_id =
let _global_block_id = ref 0 in
(fun () ->
_global_block_id := !_global_block_id + 1;
!_global_block_id)
let make_empty_block ?block_id size =
let block_id = match block_id with
| Some block_id -> block_id
| None -> new_block_id ()
in
let memory = arr_to_value (A.empty [|size|]) in
{ size; block_id; active = None; memory; nodes = []; }
let make_value_block memory x =
let block_id = new_block_id () in
let size = if is_elt memory then 1
else A.numel (value_to_arr memory) in
let block = { size; block_id; active = Some x; memory; nodes = [ x ]; } in
(attr x).value <- [| memory |];
(attr x).block <- Some [| block |]
let make_node ?name ?value ?shape ?freeze ?reuse ?state op =
let shape = match shape with Some s -> s | None -> [| None |] in
let state = match state with Some s -> s | None -> Invalid in
let reuse = match reuse with Some s -> s | None -> true in
let freeze = match freeze with Some s -> s | None -> false in
let value = match value with Some v -> v | None -> [| |] in
let attr = { op; freeze; reuse; state; shape; value; block = None; } in
let node = Owl_graph.node ?name attr in
if value <> [| |] then (
make_value_block value.(0) node
);
node
let make_then_connect ?shape op parents =
let shape = match shape with
| Some s -> s
| None -> infer_shape op parents
in
let child = make_node ~shape op in
connect_ancestors parents [|child|];
let uniq_parents = Owl_utils_array.unique parents in
Array.iter (fun parent ->
if (attr parent).freeze = false then
connect_descendants [|parent|] [|child|]
) uniq_parents;
child
let var_arr ?shape name =
make_node ~name ~shape:[| shape |] ~reuse:false Var
|> node_to_arr
let var_elt name =
make_node ~name ~shape:[| Some [||] |] ~reuse:false Var
|> node_to_elt
let const_arr name v =
let value = [| arr_to_value v |] in
let shape = [| Some A.(shape v) |] in
make_node ~name ~value ~shape ~freeze:true ~reuse:false ~state:Valid Const
|> node_to_arr
let const_elt name v =
let value = [| elt_to_value v |] in
let shape = [| Some [||] |] in
make_node ~name ~value ~shape ~freeze:true ~reuse:false ~state:Valid Const
|> node_to_elt
let get_nodes_using_block b = b.nodes
let _get_value_block b = b.memory
let get_block_opt x = (attr x).block
let get_block x = match get_block_opt x with
| Some b -> b
| None -> failwith "Symbol:get_block_exn: block not assigned"
let _set_block x b = (attr x).block <- Some b
let add_node_to_block x block =
let dst_shp = node_shape x in
let dst_numel = node_numel x in
let src_val = value_to_arr (_get_value_block block) in
let dst_val = arr_to_value (A.reshape (A.sub_left src_val 0 dst_numel) dst_shp) in
block.nodes <- x :: block.nodes;
_set_block x [| block |];
(attr x).value <- [| dst_val |]
let get_active_node b = b.active
let set_active_node b x = b.active <- Some x
let get_block_id x = match get_block_opt x with
| Some bs -> bs.(0).block_id
| None -> -1
let set_value x v =
if is_arr v.(0) then (
match get_block_opt x with
| Some _ ->
let xv = value_to_arr (attr x).value.(0) in
let vv = value_to_arr v.(0) in
A.copy_ ~out:xv vv
| None -> make_value_block v.(0) x
)
else (
match get_block_opt x with
| Some bs -> (attr x).value <- v; bs.(0).memory <- v.(0)
| None -> make_value_block v.(0) x
)
let get_value x = (attr x).value
let set_operator x op = (attr x).op <- op
let get_operator x = (attr x).op
let set_reuse x reuse =
let op = (attr x).op in
if op = Var && op = Const then
Owl_log.warn "set_reuse: ignored, %s" (node_to_str x)
else
(attr x).reuse <- reuse
let get_reuse x = (attr x).reuse
let is_shared x = match get_block_opt x with
| Some bs -> (
match get_nodes_using_block bs.(0) with
| _ :: _ :: _ -> true
| _ -> false
)
| None -> false
let get_shared_nodes x = match get_block_opt x with
| Some bs -> Array.of_list (get_nodes_using_block bs.(0))
| None -> [| x |]
let is_var x = (attr x).op = Var
let is_const x = (attr x).op = Const
let is_node_arr x =
match (attr x).shape.(0) with
| Some [||] -> false
| Some _ -> true
| _ -> failwith "Owl_computation_symbol:is_arr"
let is_node_elt x =
match (attr x).shape.(0) with
| Some [||] -> true
| Some _ -> false
| _ -> failwith "Owl_computation_symbol:is_elt"
let is_assigned x =
match get_block_opt x with
| Some _ -> true
| None -> false
let check_assigned x =
if not (is_assigned x) then (
Owl_log.error "value not assigned: %s" (node_to_str x);
failwith "owl_computation_symbol:check_assigned"
)
let is_valid x = (attr x).state = Valid
let validate x = (attr x).state <- Valid
let invalidate x = (attr x).state <- Invalid
let invalidate_graph x = iter_descendants invalidate [|x|]
let is_freeze x = (attr x).freeze
let freeze x = (attr x).freeze <- true
let freeze_descendants x = iter_descendants freeze x
let freeze_ancestors x = iter_ancestors freeze x
let pack_arr arr = const_arr "" arr
let unpack_arr x =
let value = arr_to_node x |> get_value in
let valen = Array.length value in
if valen = 0 then (
Owl_log.error "not evaluated: %s" (arr_to_node x |> node_to_str);
let s = Printf.sprintf "%s" (arr_to_node x |> node_to_str) in
Owl_exception.(check (valen > 0) (INVALID_ARGUMENT s));
);
value_to_arr value.(0)
let pack_elt elt = const_elt "" elt
let unpack_elt x =
let value = elt_to_node x |> get_value in
let valen = Array.length value in
if valen = 0 then (
Owl_log.error "not evaluated: %s" (elt_to_node x |> node_to_str);
let s = Printf.sprintf "%s" (elt_to_node x |> node_to_str) in
Owl_exception.(check (valen > 0) (INVALID_ARGUMENT s));
);
value_to_elt value.(0)
let unsafe_assign_arr x arr =
let node = arr_to_node x in
if is_var node then (
if is_assigned node = false then (
(attr node).shape <- [| Some A.(shape arr) |];
infer_shape_graph [| node |]
);
set_value node [| arr_to_value arr |];
invalidate_graph node
)
else
let info = node_to_str node in
Printf.sprintf "unsafe_assign_arr: const cannot be assigned, %s" info
|> failwith
let assign_arr x arr =
let node = arr_to_node x in
if is_var node then (
if is_assigned node then (
let out = unpack_arr x in
A.copy_ ~out arr
)
else (
let dst = A.copy arr in
set_value node [| arr_to_value dst |];
(attr node).shape <- [| Some A.(shape dst) |];
infer_shape_graph [| node |]
);
invalidate_graph node
)
else
let info = node_to_str node in
Printf.sprintf "assign_arr: const cannot be assigned, %s" info
|> failwith
let assign_elt x elt =
let node = elt_to_node x in
if is_var node then (
set_value node [| elt_to_value elt |];
invalidate_graph node
)
else
let info = node_to_str node in
Printf.sprintf "assign_elt: const cannot be assigned, %s" info
|> failwith
let float_to_elt x = const_elt "" (A.float_to_elt x)
let elt_to_float x = unpack_elt x |> A.elt_to_float
end