2019-06-06 14:21:15 +02:00
|
|
|
/*******************************************************************************
|
|
|
|
|
* Copyright (c) 2015-2018 Skymind, Inc.
|
|
|
|
|
*
|
|
|
|
|
* This program and the accompanying materials are made available under the
|
|
|
|
|
* terms of the Apache License, Version 2.0 which is available at
|
|
|
|
|
* https://www.apache.org/licenses/LICENSE-2.0.
|
|
|
|
|
*
|
|
|
|
|
* Unless required by applicable law or agreed to in writing, software
|
|
|
|
|
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
|
|
|
|
|
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
|
|
|
|
|
* License for the specific language governing permissions and limitations
|
|
|
|
|
* under the License.
|
|
|
|
|
*
|
|
|
|
|
* SPDX-License-Identifier: Apache-2.0
|
|
|
|
|
******************************************************************************/
|
|
|
|
|
|
|
|
|
|
//
|
|
|
|
|
// Created by agibsonccc on 1/28/16.
|
|
|
|
|
//
|
|
|
|
|
|
|
|
|
|
#ifndef NATIVEOPERATIONS_NATIVEOPEXCUTIONER_H
|
|
|
|
|
#define NATIVEOPERATIONS_NATIVEOPEXCUTIONER_H
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
#include <types/types.h>
|
|
|
|
|
#include <dll.h>
|
|
|
|
|
#include <ops/specials.h>
|
|
|
|
|
#include <ops/specials_sparse.h>
|
|
|
|
|
#include <execution/LaunchContext.h>
|
2019-11-13 15:15:18 +01:00
|
|
|
#include <array/ArrayOptions.h>
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
* Native op executioner:
|
|
|
|
|
*
|
|
|
|
|
*/
|
|
|
|
|
|
|
|
|
|
class ND4J_EXPORT NativeOpExecutioner {
|
|
|
|
|
public:
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfo
|
|
|
|
|
*/
|
|
|
|
|
static void execIndexReduceScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParamsVals
|
|
|
|
|
* @param y
|
|
|
|
|
* @param yShapeInfo
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfoBuffer
|
|
|
|
|
* @param dimension
|
|
|
|
|
* @param dimensionLength
|
|
|
|
|
*/
|
|
|
|
|
static void execReduce3Scalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParamsVals,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParamsVals
|
|
|
|
|
* @param y
|
|
|
|
|
* @param yShapeInfo
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfo
|
|
|
|
|
*/
|
|
|
|
|
static void execReduce3(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParamsVals,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParamsVals
|
|
|
|
|
* @param y
|
|
|
|
|
* @param yShapeInfo
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfoBuffer
|
|
|
|
|
* @param dimension
|
|
|
|
|
* @param dimensionLength
|
|
|
|
|
*/
|
|
|
|
|
static void execReduce3(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParamsVals,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *xTadOnlyShapeInfo, Nd4jLong *xTadOffsets,
|
|
|
|
|
Nd4jLong *yTadOnlyShapeInfo, Nd4jLong *yTadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execReduce3All(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParamsVals,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *xTadShapeInfo, Nd4jLong *xOffsets,
|
|
|
|
|
Nd4jLong *yTadShapeInfo, Nd4jLong *yOffsets);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfoBuffer
|
|
|
|
|
* @param dimension
|
|
|
|
|
* @param dimensionLength
|
|
|
|
|
*/
|
|
|
|
|
static void execIndexReduce(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xStride
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultStride
|
|
|
|
|
* @param scalar
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param n
|
|
|
|
|
*/
|
|
|
|
|
static void execScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *hScalar, Nd4jLong *hSscalarShapeInfo,
|
|
|
|
|
void *dScalar, Nd4jLong *dSscalarShapeInfo,
|
2019-08-02 19:01:03 +02:00
|
|
|
void *extraParams, bool allowParallelism = true);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
static void execScalarBool(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *hScalar, Nd4jLong *hSscalarShapeInfo,
|
|
|
|
|
void *dScalar, Nd4jLong *dSscalarShapeInfo,
|
2019-08-02 19:01:03 +02:00
|
|
|
void *extraParams, bool allowParallelism = true);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2019-08-30 09:12:40 +02:00
|
|
|
static void execScalarInt(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *hScalar, Nd4jLong *hSscalarShapeInfo,
|
|
|
|
|
void *dScalar, Nd4jLong *dSscalarShapeInfo,
|
|
|
|
|
void *extraParams, bool allowParallelism = true);
|
|
|
|
|
|
2019-06-06 14:21:15 +02:00
|
|
|
static void execScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *hScalars, Nd4jLong *hScalarShapeInfo,
|
|
|
|
|
void *dScalars, Nd4jLong *dScalarShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
|
|
|
|
static void execScalarBool(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *hScalars, Nd4jLong *hScalarShapeInfo,
|
|
|
|
|
void *dScalars, Nd4jLong *dScalarShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
2019-08-30 09:12:40 +02:00
|
|
|
static void execScalarInt(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *hScalars, Nd4jLong *hScalarShapeInfo,
|
|
|
|
|
void *dScalars, Nd4jLong *dScalarShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
|
|
|
|
|
2019-06-06 14:21:15 +02:00
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param y
|
|
|
|
|
* @param yShapeInfo
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfo
|
|
|
|
|
* @param dimension
|
|
|
|
|
* @param dimensionLength
|
|
|
|
|
*/
|
|
|
|
|
static void execBroadcast(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfoZ,Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
|
|
|
|
static void execInverseBroadcast(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *result, Nd4jLong *resultShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
static void execBroadcastBool(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
2019-11-21 13:43:03 +01:00
|
|
|
void *extraParams,
|
2019-06-06 14:21:15 +02:00
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfoZ,Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
|
|
|
|
static void execInverseBroadcastBool(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *result, Nd4jLong *resultShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
2019-11-21 13:43:03 +01:00
|
|
|
void *extraParams,
|
2019-06-06 14:21:15 +02:00
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
2019-08-30 09:12:40 +02:00
|
|
|
|
|
|
|
|
static void execBroadcastInt(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfoZ,Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
|
|
|
|
static void execInverseBroadcastInt(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *result, Nd4jLong *resultShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *tadOnlyShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param dx
|
|
|
|
|
* @param xStride
|
|
|
|
|
* @param y
|
|
|
|
|
* @param yStride
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultStride
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param n
|
|
|
|
|
*/
|
|
|
|
|
static void execPairwiseTransform(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams);
|
|
|
|
|
|
|
|
|
|
static void execPairwiseBoolTransform(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams);
|
|
|
|
|
|
2019-08-30 09:12:40 +02:00
|
|
|
static void execPairwiseIntTransform(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams);
|
|
|
|
|
|
2019-06-06 14:21:15 +02:00
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param dx
|
|
|
|
|
* @param xStride
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultStride
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param n
|
|
|
|
|
*/
|
|
|
|
|
static void execTransformFloat(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execTransformAny(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams,
|
2019-08-02 19:01:03 +02:00
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets, bool allowParallelism = true);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
static void execTransformStrict(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execTransformSame(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execTransformBool(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfo
|
|
|
|
|
*/
|
|
|
|
|
static void execReduceFloat(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execReduceSame(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execReduceBool(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
static void execReduceLong(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @return
|
|
|
|
|
*/
|
|
|
|
|
static void execReduceFloatScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
static void execReduceBoolScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
static void execReduceSameScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
static void execReduceLongScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
|
|
|
|
static void execReduce3TAD(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParamsVals,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeInfo,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeInfo,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
Nd4jLong *yTadShapeInfo, Nd4jLong *yTadOffsets);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfoBuffer
|
|
|
|
|
* @param dimension
|
|
|
|
|
* @param dimensionLength
|
|
|
|
|
*/
|
|
|
|
|
static void execSummaryStats(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
int *dimension, int dimensionLength,
|
|
|
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
|
|
|
bool biasCorrected);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfo
|
|
|
|
|
*/
|
|
|
|
|
static void execSummaryStats(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
bool biasCorrected);
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
*
|
|
|
|
|
* @param opNum
|
|
|
|
|
* @param x
|
|
|
|
|
* @param xShapeInfo
|
|
|
|
|
* @param extraParams
|
|
|
|
|
* @param result
|
|
|
|
|
* @param resultShapeInfo
|
|
|
|
|
*/
|
|
|
|
|
static void execSummaryStatsScalar(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
|
|
|
void *extraParams,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
|
|
|
bool biasCorrected);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
static void execRandom(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
Nd4jPointer state,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeBuffer,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeBuffer,
|
|
|
|
|
void *extraArguments);
|
|
|
|
|
|
|
|
|
|
static void execRandom(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
Nd4jPointer state,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeBuffer,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeBuffer,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeBuffer,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeBuffer,
|
|
|
|
|
void *extraArguments);
|
|
|
|
|
|
|
|
|
|
static void execRandom(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
Nd4jPointer state,
|
|
|
|
|
void *hX, Nd4jLong *hXShapeBuffer,
|
|
|
|
|
void *dX, Nd4jLong *dXShapeBuffer,
|
|
|
|
|
void *hY, Nd4jLong *hYShapeBuffer,
|
|
|
|
|
void *dY, Nd4jLong *dYShapeBuffer,
|
|
|
|
|
void *hZ, Nd4jLong *hZShapeBuffer,
|
|
|
|
|
void *dZ, Nd4jLong *dZShapeBuffer,
|
|
|
|
|
void *extraArguments);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
template <typename X>
|
|
|
|
|
static FORCEINLINE void execAggregate(nd4j::LaunchContext *lc,
|
|
|
|
|
int opNum,
|
|
|
|
|
void **varguments,
|
|
|
|
|
int numArguments,
|
|
|
|
|
Nd4jLong **shapeArguments,
|
|
|
|
|
int numShapeArguments,
|
|
|
|
|
int *indexArguments,
|
|
|
|
|
int numIndexArguments,
|
|
|
|
|
int **intArrays,
|
|
|
|
|
int numIntArrays,
|
|
|
|
|
void *vrealArguments,
|
|
|
|
|
int numRealArguments) {
|
|
|
|
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
inline static void execSort(void *x, Nd4jLong *xShapeInfo, bool descending) {
|
|
|
|
|
auto xType = nd4j::ArrayOptions::dataType(xShapeInfo);
|
|
|
|
|
|
|
|
|
|
BUILD_SINGLE_SELECTOR(xType, nd4j::SpecialMethods, ::sortGeneric(x, xShapeInfo, descending), LIBND4J_TYPES);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
static void execSort(void *x, Nd4jLong *xShapeInfo, int *dimension, int dimensionLength, Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets, bool descending) {
|
|
|
|
|
auto xType = nd4j::ArrayOptions::dataType(xShapeInfo);
|
|
|
|
|
|
|
|
|
|
BUILD_SINGLE_SELECTOR(xType, nd4j::SpecialMethods, ::sortTadGeneric(x, xShapeInfo, dimension, dimensionLength, tadShapeInfo, tadOffsets, descending), LIBND4J_TYPES);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
inline static void execSortCooIndices(Nd4jLong *indices, void *values, Nd4jLong length, int rank) {
|
|
|
|
|
nd4j::sparse::SparseUtils<Nd4jLong>::sortCooIndicesGeneric(indices, reinterpret_cast<Nd4jLong *>(values), length, rank);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
inline static Nd4jLong encodeBitmap(void *dx, Nd4jLong *xShapeInfo, Nd4jLong N, int *dz, float threshold) {
|
|
|
|
|
auto xType = nd4j::ArrayOptions::dataType(xShapeInfo);
|
|
|
|
|
|
|
|
|
|
BUILD_SINGLE_SELECTOR(xType, return nd4j::SpecialMethods, ::encodeBitmapGeneric(dx, xShapeInfo, N, dz, threshold), FLOAT_TYPES);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
inline static void decodeBitmap(void *dx, Nd4jLong N, void *dz, Nd4jLong *zShapeInfo) {
|
|
|
|
|
auto zType = nd4j::ArrayOptions::dataType(zShapeInfo);
|
|
|
|
|
|
|
|
|
|
BUILD_SINGLE_SELECTOR(zType, nd4j::SpecialMethods, ::decodeBitmapGeneric(dx, N, dz, zShapeInfo), FLOAT_TYPES);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
#endif //NATIVEOPERATIONS_NATIVEOPEXCUTIONER_H
|
