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DML_LSTM_OPERATOR_DESC
構造体サイズ=各フィールドのバイト数(x64/x86 で異なる場合は x64/x86 と併記)。x64/x86 列=フィールドのバイトオフセット(HSPで dupptr / lpoke / wpoke 等に使用)。
フィールド
| フィールド | 型 | サイズ | x64 | x86 | 説明 |
|---|---|---|---|---|---|
| InputTensor | DML_TENSOR_DESC* | 8/4 | +0 | +0 | 演算子の入力テンソルを記述するDML_TENSOR_DESCへのポインタ。 |
| WeightTensor | DML_TENSOR_DESC* | 8/4 | +8 | +4 | 入力に乗じる重み行列を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。 |
| RecurrenceTensor | DML_TENSOR_DESC* | 8/4 | +16 | +8 | 再帰結合に用いる重み行列を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。 |
| BiasTensor | DML_TENSOR_DESC* | 8/4 | +24 | +12 | 各要素に加算するバイアス値を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| HiddenInitTensor | DML_TENSOR_DESC* | 8/4 | +32 | +16 | 隠れ状態の初期値を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| CellMemInitTensor | DML_TENSOR_DESC* | 8/4 | +40 | +20 | セル状態(メモリ)の初期値を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| SequenceLengthsTensor | DML_TENSOR_DESC* | 8/4 | +48 | +24 | 各バッチの有効シーケンス長を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。 |
| PeepholeTensor | DML_TENSOR_DESC* | 8/4 | +56 | +28 | ピープホール接続の重みを保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| OutputSequenceTensor | DML_TENSOR_DESC* | 8/4 | +64 | +32 | 各タイムステップの出力を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| OutputSingleTensor | DML_TENSOR_DESC* | 8/4 | +72 | +36 | 最終タイムステップの出力(単一)を保持するテンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| OutputCellSingleTensor | DML_TENSOR_DESC* | 8/4 | +80 | +40 | 最終タイムステップのセル状態を保持する出力テンソルを記述するDML_TENSOR_DESCへのポインタ。省略可。 |
| ActivationDescCount | DWORD | 4 | +88 | +44 | ActivationDescsが指す活性化関数記述子の個数。 |
| ActivationDescs | DML_OPERATOR_DESC* | 8/4 | +96 | +48 | ゲートごとに適用する活性化関数を並べたDML_OPERATOR_DESC配列へのポインタ。 |
| Direction | DML_RECURRENT_NETWORK_DIRECTION | 4 | +104 | +52 | 再帰処理の方向(順方向・逆方向・双方向)を指定するDML_RECURRENT_NETWORK_DIRECTION値。 |
| ClipThreshold | FLOAT | 4 | +108 | +56 | セル値をクリップする際のしきい値。UseClipThresholdがTRUEのとき有効。 |
| UseClipThreshold | BOOL | 4 | +112 | +60 | ClipThresholdによるクリッピングを行うかを示すBOOL。 |
| CoupleInputForget | BOOL | 4 | +116 | +64 | 入力ゲートと忘却ゲートを結合(coupled)するかを示すBOOL。 |
各言語での定義
#include <windows.h>
// DML_LSTM_OPERATOR_DESC (x64 120 / x86 68 バイト)
typedef struct DML_LSTM_OPERATOR_DESC {
DML_TENSOR_DESC* InputTensor;
DML_TENSOR_DESC* WeightTensor;
DML_TENSOR_DESC* RecurrenceTensor;
DML_TENSOR_DESC* BiasTensor;
DML_TENSOR_DESC* HiddenInitTensor;
DML_TENSOR_DESC* CellMemInitTensor;
DML_TENSOR_DESC* SequenceLengthsTensor;
DML_TENSOR_DESC* PeepholeTensor;
DML_TENSOR_DESC* OutputSequenceTensor;
DML_TENSOR_DESC* OutputSingleTensor;
DML_TENSOR_DESC* OutputCellSingleTensor;
DWORD ActivationDescCount;
DML_OPERATOR_DESC* ActivationDescs;
DML_RECURRENT_NETWORK_DIRECTION Direction;
FLOAT ClipThreshold;
BOOL UseClipThreshold;
BOOL CoupleInputForget;
} DML_LSTM_OPERATOR_DESC;using System;
using System.Runtime.InteropServices;
[StructLayout(LayoutKind.Sequential, CharSet = CharSet.Unicode)]
public struct DML_LSTM_OPERATOR_DESC
{
public IntPtr InputTensor;
public IntPtr WeightTensor;
public IntPtr RecurrenceTensor;
public IntPtr BiasTensor;
public IntPtr HiddenInitTensor;
public IntPtr CellMemInitTensor;
public IntPtr SequenceLengthsTensor;
public IntPtr PeepholeTensor;
public IntPtr OutputSequenceTensor;
public IntPtr OutputSingleTensor;
public IntPtr OutputCellSingleTensor;
public uint ActivationDescCount;
public IntPtr ActivationDescs;
public int Direction;
public float ClipThreshold;
[MarshalAs(UnmanagedType.Bool)] public bool UseClipThreshold;
[MarshalAs(UnmanagedType.Bool)] public bool CoupleInputForget;
}Imports System.Runtime.InteropServices
<StructLayout(LayoutKind.Sequential, CharSet:=CharSet.Unicode)>
Public Structure DML_LSTM_OPERATOR_DESC
Public InputTensor As IntPtr
Public WeightTensor As IntPtr
Public RecurrenceTensor As IntPtr
Public BiasTensor As IntPtr
Public HiddenInitTensor As IntPtr
Public CellMemInitTensor As IntPtr
Public SequenceLengthsTensor As IntPtr
Public PeepholeTensor As IntPtr
Public OutputSequenceTensor As IntPtr
Public OutputSingleTensor As IntPtr
Public OutputCellSingleTensor As IntPtr
Public ActivationDescCount As UInteger
Public ActivationDescs As IntPtr
Public Direction As Integer
Public ClipThreshold As Single
<MarshalAs(UnmanagedType.Bool)> Public UseClipThreshold As Boolean
<MarshalAs(UnmanagedType.Bool)> Public CoupleInputForget As Boolean
End Structureimport ctypes
from ctypes import wintypes
class DML_LSTM_OPERATOR_DESC(ctypes.Structure):
_fields_ = [
("InputTensor", ctypes.c_void_p),
("WeightTensor", ctypes.c_void_p),
("RecurrenceTensor", ctypes.c_void_p),
("BiasTensor", ctypes.c_void_p),
("HiddenInitTensor", ctypes.c_void_p),
("CellMemInitTensor", ctypes.c_void_p),
("SequenceLengthsTensor", ctypes.c_void_p),
("PeepholeTensor", ctypes.c_void_p),
("OutputSequenceTensor", ctypes.c_void_p),
("OutputSingleTensor", ctypes.c_void_p),
("OutputCellSingleTensor", ctypes.c_void_p),
("ActivationDescCount", wintypes.DWORD),
("ActivationDescs", ctypes.c_void_p),
("Direction", ctypes.c_int),
("ClipThreshold", ctypes.c_float),
("UseClipThreshold", wintypes.BOOL),
("CoupleInputForget", wintypes.BOOL),
]#[repr(C)]
pub struct DML_LSTM_OPERATOR_DESC {
pub InputTensor: *mut core::ffi::c_void,
pub WeightTensor: *mut core::ffi::c_void,
pub RecurrenceTensor: *mut core::ffi::c_void,
pub BiasTensor: *mut core::ffi::c_void,
pub HiddenInitTensor: *mut core::ffi::c_void,
pub CellMemInitTensor: *mut core::ffi::c_void,
pub SequenceLengthsTensor: *mut core::ffi::c_void,
pub PeepholeTensor: *mut core::ffi::c_void,
pub OutputSequenceTensor: *mut core::ffi::c_void,
pub OutputSingleTensor: *mut core::ffi::c_void,
pub OutputCellSingleTensor: *mut core::ffi::c_void,
pub ActivationDescCount: u32,
pub ActivationDescs: *mut core::ffi::c_void,
pub Direction: i32,
pub ClipThreshold: f32,
pub UseClipThreshold: i32,
pub CoupleInputForget: i32,
}import "golang.org/x/sys/windows"
type DML_LSTM_OPERATOR_DESC struct {
InputTensor uintptr
WeightTensor uintptr
RecurrenceTensor uintptr
BiasTensor uintptr
HiddenInitTensor uintptr
CellMemInitTensor uintptr
SequenceLengthsTensor uintptr
PeepholeTensor uintptr
OutputSequenceTensor uintptr
OutputSingleTensor uintptr
OutputCellSingleTensor uintptr
ActivationDescCount uint32
ActivationDescs uintptr
Direction int32
ClipThreshold float32
UseClipThreshold int32
CoupleInputForget int32
}type
DML_LSTM_OPERATOR_DESC = record
InputTensor: Pointer;
WeightTensor: Pointer;
RecurrenceTensor: Pointer;
BiasTensor: Pointer;
HiddenInitTensor: Pointer;
CellMemInitTensor: Pointer;
SequenceLengthsTensor: Pointer;
PeepholeTensor: Pointer;
OutputSequenceTensor: Pointer;
OutputSingleTensor: Pointer;
OutputCellSingleTensor: Pointer;
ActivationDescCount: DWORD;
ActivationDescs: Pointer;
Direction: Integer;
ClipThreshold: Single;
UseClipThreshold: BOOL;
CoupleInputForget: BOOL;
end;const DML_LSTM_OPERATOR_DESC = extern struct {
InputTensor: ?*anyopaque,
WeightTensor: ?*anyopaque,
RecurrenceTensor: ?*anyopaque,
BiasTensor: ?*anyopaque,
HiddenInitTensor: ?*anyopaque,
CellMemInitTensor: ?*anyopaque,
SequenceLengthsTensor: ?*anyopaque,
PeepholeTensor: ?*anyopaque,
OutputSequenceTensor: ?*anyopaque,
OutputSingleTensor: ?*anyopaque,
OutputCellSingleTensor: ?*anyopaque,
ActivationDescCount: u32,
ActivationDescs: ?*anyopaque,
Direction: i32,
ClipThreshold: f32,
UseClipThreshold: i32,
CoupleInputForget: i32,
};type
DML_LSTM_OPERATOR_DESC {.bycopy.} = object
InputTensor: pointer
WeightTensor: pointer
RecurrenceTensor: pointer
BiasTensor: pointer
HiddenInitTensor: pointer
CellMemInitTensor: pointer
SequenceLengthsTensor: pointer
PeepholeTensor: pointer
OutputSequenceTensor: pointer
OutputSingleTensor: pointer
OutputCellSingleTensor: pointer
ActivationDescCount: uint32
ActivationDescs: pointer
Direction: int32
ClipThreshold: float32
UseClipThreshold: int32
CoupleInputForget: int32struct DML_LSTM_OPERATOR_DESC
{
void* InputTensor;
void* WeightTensor;
void* RecurrenceTensor;
void* BiasTensor;
void* HiddenInitTensor;
void* CellMemInitTensor;
void* SequenceLengthsTensor;
void* PeepholeTensor;
void* OutputSequenceTensor;
void* OutputSingleTensor;
void* OutputCellSingleTensor;
uint ActivationDescCount;
void* ActivationDescs;
int Direction;
float ClipThreshold;
int UseClipThreshold;
int CoupleInputForget;
}HSP用 定義
HSP3.7/3.8 は構造体機能が無いため4byte整数配列(dim)+peek/poke で操作(32/64bitでサイズ・位置が異なる場合はタブで分割)。IronHSP は NSTRUCT(#defstruct/stdim/->)で32/64bit共通。
; HSP3.7/3.8 は構造体機能が無いため、4byte整数の配列変数で操作します。(x86 レイアウト)
; DML_LSTM_OPERATOR_DESC サイズ: 68 バイト(x86)
dim st, 17 ; 4byte整数×17(構造体サイズ 68 / 4 切り上げ)
; InputTensor : DML_TENSOR_DESC* (+0, 4byte) varptr(st)+0 を基点に操作(4byte:入れ子/配列)
; WeightTensor : DML_TENSOR_DESC* (+4, 4byte) varptr(st)+4 を基点に操作(4byte:入れ子/配列)
; RecurrenceTensor : DML_TENSOR_DESC* (+8, 4byte) varptr(st)+8 を基点に操作(4byte:入れ子/配列)
; BiasTensor : DML_TENSOR_DESC* (+12, 4byte) varptr(st)+12 を基点に操作(4byte:入れ子/配列)
; HiddenInitTensor : DML_TENSOR_DESC* (+16, 4byte) varptr(st)+16 を基点に操作(4byte:入れ子/配列)
; CellMemInitTensor : DML_TENSOR_DESC* (+20, 4byte) varptr(st)+20 を基点に操作(4byte:入れ子/配列)
; SequenceLengthsTensor : DML_TENSOR_DESC* (+24, 4byte) varptr(st)+24 を基点に操作(4byte:入れ子/配列)
; PeepholeTensor : DML_TENSOR_DESC* (+28, 4byte) varptr(st)+28 を基点に操作(4byte:入れ子/配列)
; OutputSequenceTensor : DML_TENSOR_DESC* (+32, 4byte) varptr(st)+32 を基点に操作(4byte:入れ子/配列)
; OutputSingleTensor : DML_TENSOR_DESC* (+36, 4byte) varptr(st)+36 を基点に操作(4byte:入れ子/配列)
; OutputCellSingleTensor : DML_TENSOR_DESC* (+40, 4byte) varptr(st)+40 を基点に操作(4byte:入れ子/配列)
; ActivationDescCount : DWORD (+44, 4byte) st.11 = 値 / 値 = st.11 (lpoke/lpeek も可)
; ActivationDescs : DML_OPERATOR_DESC* (+48, 4byte) varptr(st)+48 を基点に操作(4byte:入れ子/配列)
; Direction : DML_RECURRENT_NETWORK_DIRECTION (+52, 4byte) st.13 = 値 / 値 = st.13 (lpoke/lpeek も可)
; ClipThreshold : FLOAT (+56, 4byte) st.14 = 値 / 値 = st.14 (lpoke/lpeek も可)
; UseClipThreshold : BOOL (+60, 4byte) st.15 = 値 / 値 = st.15 (lpoke/lpeek も可)
; CoupleInputForget : BOOL (+64, 4byte) st.16 = 値 / 値 = st.16 (lpoke/lpeek も可)
; ※4byte境界の整数は添字 st.N(N=オフセット/4)で読み書き可。それ以外は peek/poke 系を使用。; HSP3.7/3.8 は構造体機能が無いため、4byte整数の配列変数で操作します。(x64 レイアウト)
; DML_LSTM_OPERATOR_DESC サイズ: 120 バイト(x64)
dim st, 30 ; 4byte整数×30(構造体サイズ 120 / 4 切り上げ)
; InputTensor : DML_TENSOR_DESC* (+0, 8byte) varptr(st)+0 を基点に操作(8byte:入れ子/配列)
; WeightTensor : DML_TENSOR_DESC* (+8, 8byte) varptr(st)+8 を基点に操作(8byte:入れ子/配列)
; RecurrenceTensor : DML_TENSOR_DESC* (+16, 8byte) varptr(st)+16 を基点に操作(8byte:入れ子/配列)
; BiasTensor : DML_TENSOR_DESC* (+24, 8byte) varptr(st)+24 を基点に操作(8byte:入れ子/配列)
; HiddenInitTensor : DML_TENSOR_DESC* (+32, 8byte) varptr(st)+32 を基点に操作(8byte:入れ子/配列)
; CellMemInitTensor : DML_TENSOR_DESC* (+40, 8byte) varptr(st)+40 を基点に操作(8byte:入れ子/配列)
; SequenceLengthsTensor : DML_TENSOR_DESC* (+48, 8byte) varptr(st)+48 を基点に操作(8byte:入れ子/配列)
; PeepholeTensor : DML_TENSOR_DESC* (+56, 8byte) varptr(st)+56 を基点に操作(8byte:入れ子/配列)
; OutputSequenceTensor : DML_TENSOR_DESC* (+64, 8byte) varptr(st)+64 を基点に操作(8byte:入れ子/配列)
; OutputSingleTensor : DML_TENSOR_DESC* (+72, 8byte) varptr(st)+72 を基点に操作(8byte:入れ子/配列)
; OutputCellSingleTensor : DML_TENSOR_DESC* (+80, 8byte) varptr(st)+80 を基点に操作(8byte:入れ子/配列)
; ActivationDescCount : DWORD (+88, 4byte) st.22 = 値 / 値 = st.22 (lpoke/lpeek も可)
; ActivationDescs : DML_OPERATOR_DESC* (+96, 8byte) varptr(st)+96 を基点に操作(8byte:入れ子/配列)
; Direction : DML_RECURRENT_NETWORK_DIRECTION (+104, 4byte) st.26 = 値 / 値 = st.26 (lpoke/lpeek も可)
; ClipThreshold : FLOAT (+108, 4byte) st.27 = 値 / 値 = st.27 (lpoke/lpeek も可)
; UseClipThreshold : BOOL (+112, 4byte) st.28 = 値 / 値 = st.28 (lpoke/lpeek も可)
; CoupleInputForget : BOOL (+116, 4byte) st.29 = 値 / 値 = st.29 (lpoke/lpeek も可)
; ※4byte境界の整数は添字 st.N(N=オフセット/4)で読み書き可。それ以外は peek/poke 系を使用。; IronHSP は NSTRUCT(構造体)をサポート。32bit/64bit どちらでも同じコードで動作します。
#defstruct global DML_LSTM_OPERATOR_DESC
#field intptr InputTensor
#field intptr WeightTensor
#field intptr RecurrenceTensor
#field intptr BiasTensor
#field intptr HiddenInitTensor
#field intptr CellMemInitTensor
#field intptr SequenceLengthsTensor
#field intptr PeepholeTensor
#field intptr OutputSequenceTensor
#field intptr OutputSingleTensor
#field intptr OutputCellSingleTensor
#field int ActivationDescCount
#field intptr ActivationDescs
#field int Direction
#field float ClipThreshold
#field bool UseClipThreshold
#field bool CoupleInputForget
#endstruct
stdim st, DML_LSTM_OPERATOR_DESC ; NSTRUCT 変数を確保
st->ActivationDescCount = 100
mes "ActivationDescCount=" + st->ActivationDescCount