1700 lines
53 KiB
C++
Executable File
1700 lines
53 KiB
C++
Executable File
/*******************************************************************************
|
|
* 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 2/21/16.
|
|
//
|
|
|
|
#ifndef NATIVEOPERATIONS_NATIVEOPS_H
|
|
#define NATIVEOPERATIONS_NATIVEOPS_H
|
|
|
|
/*
|
|
#ifndef thread_local
|
|
# if __STDC_VERSION__ >= 201112 && !defined __STDC_NO_THREADS__
|
|
# define thread_local _Thread_local
|
|
# elif defined _WIN32 && ( \
|
|
defined _MSC_VER || \
|
|
defined __ICL || \
|
|
defined __DMC__ || \
|
|
defined __BORLANDC__ )
|
|
# define thread_local __declspec(thread)
|
|
// note that ICC (linux) and Clang are covered by __GNUC__
|
|
# elif defined __GNUC__ || \
|
|
defined __SUNPRO_C || \
|
|
defined __xlC__
|
|
# define thread_local __thread
|
|
# else
|
|
# error "Cannot define thread_local"
|
|
# endif
|
|
#endif
|
|
*/
|
|
|
|
#include <pointercast.h>
|
|
#include <types/float16.h>
|
|
#include <cnpy.h>
|
|
|
|
//DO NOT REMOVE: THIS IS AN EDITOR SEMANTICS THING FOR CLION
|
|
//IT DEFINES THE EXPORT MACRO FOR THE EDITOR AND THEN
|
|
//RE ADDS THE DEFINITION VIA dll.h
|
|
#ifdef _WIN32
|
|
#define ND4J_EXPORT __declspec(dllexport)
|
|
#else
|
|
#define ND4J_EXPORT
|
|
#endif
|
|
#include <dll.h>
|
|
#include <helpers/BlasHelper.h>
|
|
|
|
/*
|
|
int tad_threshold = 1;
|
|
int element_threshold = 32;
|
|
|
|
bool debug = false;
|
|
bool verbose = false;
|
|
*/
|
|
|
|
#include <array/ShapeList.h>
|
|
#include <array/ConstantDescriptor.h>
|
|
#include <array/ConstantDataBuffer.h>
|
|
#include <helpers/ConstantHelper.h>
|
|
#include <array/TadPack.h>
|
|
#include <graph/VariablesSet.h>
|
|
#include <graph/GraphState.h>
|
|
#include <graph/execution/LogicExecutor.h>
|
|
#include <graph/ResultWrapper.h>
|
|
#include <DebugInfo.h>
|
|
|
|
class ND4J_EXPORT NativeOps {
|
|
|
|
public:
|
|
NativeOps();
|
|
|
|
/**
|
|
*
|
|
* @param p
|
|
* @param len
|
|
*/
|
|
void tryPointer(Nd4jPointer extra, Nd4jPointer p, int len);
|
|
|
|
/**
|
|
*
|
|
* @param num
|
|
*/
|
|
void setElementThreshold(int num);
|
|
|
|
/**
|
|
*
|
|
* @param num
|
|
*/
|
|
void setTADThreshold(int num);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param extraParams
|
|
*/
|
|
void execIndexReduceScalar(Nd4jPointer *extraPointers,
|
|
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 extraParams
|
|
* @param result
|
|
* @param resultShapeInfoBuffer
|
|
* @param dimension
|
|
* @param dimensionLength
|
|
*/
|
|
void execIndexReduce(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param y
|
|
* @param yShapeInfo
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
* @param dimension
|
|
* @param dimensionLength
|
|
*/
|
|
void execBroadcast(
|
|
Nd4jPointer *extraPointers,
|
|
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 *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
|
|
void execBroadcastBool(
|
|
Nd4jPointer *extraPointers,
|
|
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 *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param dx
|
|
* @param xShapeInfo
|
|
* @param y
|
|
* @param yShapeInfo
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
* @param extraParams
|
|
* @param n
|
|
*/
|
|
void execPairwiseTransform(
|
|
Nd4jPointer *extraPointers,
|
|
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);
|
|
|
|
void execPairwiseTransformBool(
|
|
Nd4jPointer *extraPointers,
|
|
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);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param extraParams
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
*/
|
|
void execReduceFloat(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
void execReduceSame(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
void execReduceBool(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo);
|
|
|
|
|
|
void execReduceLong(Nd4jPointer *extraPointers,
|
|
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 extraParams
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
*/
|
|
void execReduceFloat(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
|
|
void execReduceSame(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
|
|
void execReduceBool(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
|
|
void execReduceLong(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param extraParamsVals
|
|
* @param y
|
|
* @param yShapeInfo
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
*/
|
|
void execReduce3(Nd4jPointer *extraPointers,
|
|
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
|
|
*/
|
|
void execReduce3Scalar(Nd4jPointer *extraPointers,
|
|
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
|
|
*/
|
|
void execReduce3(Nd4jPointer *extraPointers,
|
|
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,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape,
|
|
Nd4jLong *tadOnlyShapeInfo, Nd4jLong *tadOffsets,
|
|
Nd4jLong *yTadOnlyShapeInfo, Nd4jLong *yTadOffsets);
|
|
|
|
|
|
void execReduce3All(Nd4jPointer *extraPointers,
|
|
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,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape,
|
|
Nd4jLong *xTadShapeInfo, Nd4jLong *xOffsets,
|
|
Nd4jLong *yTadShapeInfo, Nd4jLong *yOffsets);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
* @param scalar
|
|
* @param extraParams
|
|
* @param n
|
|
*/
|
|
void execScalar(Nd4jPointer *extraPointers,
|
|
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);
|
|
|
|
void execScalarBool(Nd4jPointer *extraPointers,
|
|
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);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param extraParams
|
|
*/
|
|
void execSummaryStatsScalar(Nd4jPointer *extraPointers,
|
|
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
|
|
*/
|
|
void execSummaryStats(Nd4jPointer *extraPointers,
|
|
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 resultShapeInfoBuffer
|
|
* @param dimension
|
|
* @param dimensionLength
|
|
*/
|
|
void execSummaryStats(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *extraParams,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape,
|
|
bool biasCorrected,
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets);
|
|
|
|
/**
|
|
*
|
|
* @param opNum
|
|
* @param dx
|
|
* @param xShapeInfo
|
|
* @param result
|
|
* @param resultShapeInfo
|
|
* @param extraParams
|
|
* @param n
|
|
*/
|
|
void execTransformFloat(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *extraParams);
|
|
|
|
void execTransformSame(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *extraParams);
|
|
|
|
void execTransformBool(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *extraParams);
|
|
|
|
void execTransformAny(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *extraParams);
|
|
|
|
void execTransformStrict(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *extraParams);
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param opNum
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param z
|
|
* @param zShapeInfo
|
|
* @param scalars
|
|
* @param extraParams
|
|
* @param dimension
|
|
* @param dimensionLength
|
|
*/
|
|
void execScalar(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hScalars, Nd4jLong *hScalarShapeInfo,
|
|
void *dScalars, Nd4jLong *dScalarShapeInfo,
|
|
void *extraParams,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape,
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
Nd4jLong *tadShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
|
|
|
void execScalarBool(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void *hX, Nd4jLong *hXShapeInfo,
|
|
void *dX, Nd4jLong *dXShapeInfo,
|
|
void *hZ, Nd4jLong *hZShapeInfo,
|
|
void *dZ, Nd4jLong *dZShapeInfo,
|
|
void *hScalars, Nd4jLong *hScalarShapeInfo,
|
|
void *dScalars, Nd4jLong *dScalarShapeInfo,
|
|
void *extraParams,
|
|
void *hDimension, Nd4jLong *hDimensionShape,
|
|
void *dDimension, Nd4jLong *dDimensionShape,
|
|
Nd4jLong *tadShapeInfo, Nd4jLong *tadOffsets,
|
|
Nd4jLong *tadShapeInfoZ, Nd4jLong *tadOffsetsZ);
|
|
|
|
|
|
/**
|
|
* Append an input array
|
|
* to the end of a flat array
|
|
* in a particular order
|
|
* @param offset the offset of the array to start at
|
|
* @param order the order
|
|
* @param result the result array
|
|
* @param resultShapeInfo the shape info for te array
|
|
* @param input the input for the array
|
|
* @param inputShapeInfo the shape information for that array
|
|
*/
|
|
void flatten(
|
|
Nd4jPointer *extraPointers,
|
|
int offset,
|
|
char order,
|
|
void *result, Nd4jLong *resultShapeInfo,
|
|
void *dresult, Nd4jLong *dresultShapeInfo,
|
|
void *input, Nd4jLong *inputShapeInfo,
|
|
void *dinput, Nd4jLong *dinputShapeInfo);
|
|
|
|
void concat(
|
|
Nd4jPointer *extraPointers,
|
|
int dimension,
|
|
int numArrays,
|
|
Nd4jPointer *data, Nd4jPointer *inputShapeInfo,
|
|
Nd4jPointer *ddata, Nd4jPointer *dinputShapeInfo,
|
|
void *result, Nd4jLong *resultShapeInfo,
|
|
void *dresult, Nd4jLong *dresultShapeInfo,
|
|
Nd4jPointer *tadPointers, Nd4jPointer *offsetPointers);
|
|
|
|
|
|
void specialConcat (
|
|
Nd4jPointer *extraPointers,
|
|
int dimension,
|
|
int numArrays,
|
|
Nd4jPointer *data,
|
|
Nd4jPointer *inputShapeInfo,
|
|
void *result,
|
|
Nd4jLong *resultShapeInfo,
|
|
Nd4jPointer *tadPointers,
|
|
Nd4jPointer *offsetPointers);
|
|
|
|
/**
|
|
* This method implementation exists only for cuda.
|
|
* The other backends should have dummy method for JNI compatibility reasons.
|
|
*/
|
|
void initializeDevicesAndFunctions();
|
|
|
|
void initializeFunctions(Nd4jPointer *functions);
|
|
|
|
/**
|
|
* This method acquires memory chunk of requested size on host side
|
|
*
|
|
* @param pointer pointer that'll be used for allocation
|
|
* @param memorySize memory size, in bytes
|
|
* @param flags optional parameter
|
|
*/
|
|
Nd4jPointer mallocHost(Nd4jLong memorySize, int flags);
|
|
|
|
/**
|
|
* This method acquires memory chunk of requested size on specified device
|
|
*
|
|
* @param pointer pointer that'll be used for allocation
|
|
* @param memorySize memory size, in bytes
|
|
* @param ptrToDeviceId pointer to deviceId. For cuda that's just and int, for OpenCL that's pointer to device_id, etc
|
|
* @param flags optional parameter
|
|
*/
|
|
Nd4jPointer mallocDevice(Nd4jLong memorySize, int deviceId, int flags);
|
|
|
|
/**
|
|
* This method releases previously allocated host memory space
|
|
*
|
|
* @param pointer pointer that'll be freed
|
|
*/
|
|
int freeHost(Nd4jPointer pointer);
|
|
|
|
/**
|
|
* This method releases previously allocated memory space on device
|
|
*
|
|
* @param pointer pointer that'll be freed
|
|
* @param ptrToDeviceId pointer to deviceId.
|
|
*/
|
|
int freeDevice(Nd4jPointer pointer, int deviceId);
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
int ompGetMaxThreads();
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
int ompGetNumThreads();
|
|
|
|
/**
|
|
*
|
|
* @param threads
|
|
*/
|
|
void setOmpNumThreads(int threads);
|
|
|
|
/**
|
|
*
|
|
* @param threads
|
|
*/
|
|
void setOmpMinThreads(int threads);
|
|
|
|
|
|
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
Nd4jPointer createContext();
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
Nd4jPointer createStream();
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
Nd4jPointer createEvent();
|
|
|
|
/**
|
|
*
|
|
* @param event
|
|
* @param stream
|
|
* @return
|
|
*/
|
|
int registerEvent(Nd4jPointer event, Nd4jPointer stream);
|
|
|
|
/**
|
|
*
|
|
* @param event
|
|
* @return
|
|
*/
|
|
int destroyEvent(Nd4jPointer event);
|
|
|
|
/**
|
|
*
|
|
* @param ptrToDeviceId
|
|
* @return
|
|
*/
|
|
int setDevice(int deviceId);
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
int getDevice();
|
|
|
|
/**
|
|
*
|
|
* @param stream
|
|
* @return
|
|
*/
|
|
int streamSynchronize(Nd4jPointer stream);
|
|
|
|
/**
|
|
*
|
|
* @param event
|
|
* @return
|
|
*/
|
|
int eventSynchronize(Nd4jPointer event);
|
|
|
|
/**
|
|
*
|
|
* @param ptrToDeviceId
|
|
* @return
|
|
*/
|
|
Nd4jLong getDeviceFreeMemory(int deviceId);
|
|
|
|
/**
|
|
* Returns amount of free memory for current device
|
|
* @return
|
|
*/
|
|
Nd4jLong getDeviceFreeMemory();
|
|
|
|
/**
|
|
*
|
|
* @param ptrToDeviceId
|
|
* @return
|
|
*/
|
|
Nd4jLong getDeviceTotalMemory(int deviceId);
|
|
|
|
/**
|
|
*
|
|
* @param ptrToDeviceId
|
|
* @return
|
|
*/
|
|
int getDeviceMajor(int deviceId);
|
|
|
|
/**
|
|
*
|
|
* @param ptrToDeviceId
|
|
* @return
|
|
*/
|
|
int getDeviceMinor(int deviceId);
|
|
|
|
/**
|
|
*
|
|
* @param ptrToDeviceId
|
|
* @return
|
|
*/
|
|
const char * getDeviceName(int deviceId);
|
|
|
|
/**
|
|
*
|
|
* @param dst
|
|
* @param src
|
|
* @param size
|
|
* @param flags
|
|
* @param reserved
|
|
* @return
|
|
*/
|
|
int memcpy(Nd4jPointer dst,
|
|
Nd4jPointer src,
|
|
Nd4jLong size,
|
|
int flags,
|
|
Nd4jPointer reserved);
|
|
|
|
/**
|
|
*
|
|
* @param dst
|
|
* @param src
|
|
* @param size
|
|
* @param flags
|
|
* @param reserved
|
|
* @return
|
|
*/
|
|
int memcpyAsync(Nd4jPointer dst,
|
|
Nd4jPointer src,
|
|
Nd4jLong size,
|
|
int flags,
|
|
Nd4jPointer reserved);
|
|
|
|
/**
|
|
*
|
|
* @param dst
|
|
* @param value
|
|
* @param size
|
|
* @param flags
|
|
* @param reserved
|
|
* @return
|
|
*/
|
|
int memset(Nd4jPointer dst,
|
|
int value,
|
|
Nd4jLong size,
|
|
int flags,
|
|
Nd4jPointer reserved);
|
|
|
|
/**
|
|
*
|
|
* @param dst
|
|
* @param value
|
|
* @param size
|
|
* @param flags
|
|
* @param reserved
|
|
* @return
|
|
*/
|
|
int memsetAsync(Nd4jPointer dst,
|
|
int value,
|
|
Nd4jLong size,
|
|
int flags,
|
|
Nd4jPointer reserved);
|
|
|
|
/**
|
|
*
|
|
* @param dst
|
|
* @param src
|
|
* @param size
|
|
* @param flags
|
|
* @param reserved
|
|
* @return
|
|
*/
|
|
int memcpyConstantAsync(Nd4jLong dst,
|
|
Nd4jPointer src,
|
|
Nd4jLong size,
|
|
int flags,
|
|
Nd4jPointer reserved);
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
Nd4jPointer getConstantSpace();
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
int getAvailableDevices();
|
|
|
|
/**
|
|
*
|
|
* @param reallyEnable
|
|
*/
|
|
void enableDebugMode(bool reallyEnable);
|
|
|
|
/**
|
|
*
|
|
* @param reallyEnable
|
|
*/
|
|
void enableVerboseMode(bool reallyEnable);
|
|
|
|
/**
|
|
*
|
|
* @param gridSize
|
|
*/
|
|
void setGridLimit(int gridSize);
|
|
|
|
/**
|
|
*
|
|
* @param xShapeInfo
|
|
* @param dimension
|
|
* @param dimensionLength
|
|
* @param targetBuffer
|
|
* @param offsetsBuffer
|
|
*/
|
|
nd4j::TadPack* tadOnlyShapeInfo(Nd4jLong *xShapeInfo,
|
|
int *dimension,
|
|
int dimensionLength);
|
|
|
|
/*
|
|
* PullRow special op
|
|
*/
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param z
|
|
* @param zShapeInfo
|
|
* @param n
|
|
* @param indexes
|
|
* @param tadShapeInfo
|
|
* @param tadOffsets
|
|
* @param zTadShapeInfo
|
|
* @param zTadOffsets
|
|
*/
|
|
void pullRows(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
void *z, Nd4jLong *zShapeInfo,
|
|
void *dz, Nd4jLong *dzShapeInfo,
|
|
Nd4jLong n,
|
|
Nd4jLong *indexes,
|
|
Nd4jLong *tadShapeInfo,
|
|
Nd4jLong *tadOffsets,
|
|
Nd4jLong *zTadShapeInfo,
|
|
Nd4jLong *zTadOffsets);
|
|
|
|
/**
|
|
*
|
|
* @param extras
|
|
* @param dx
|
|
* @param dz
|
|
* @param n
|
|
* @param length
|
|
* @param propagate
|
|
*/
|
|
void average(Nd4jPointer *extras,
|
|
Nd4jPointer *x, Nd4jLong *xShapeInfo,
|
|
Nd4jPointer *dx, Nd4jLong *dxShapeInfo,
|
|
void *z, Nd4jLong *zShapeInfo,
|
|
void *dz, Nd4jLong *dzShapeInfo,
|
|
int n,
|
|
Nd4jLong length,
|
|
bool propagate);
|
|
|
|
|
|
void accumulate(Nd4jPointer *extras,
|
|
Nd4jPointer *x, Nd4jLong *xShapeInfo,
|
|
Nd4jPointer *dx, Nd4jLong *dxShapeInfo,
|
|
void *z, Nd4jLong *zShapeInfo,
|
|
void *dz, Nd4jLong *dzShapeInfo,
|
|
int n,
|
|
Nd4jLong length);
|
|
|
|
|
|
/**
|
|
* P2P enabler
|
|
*/
|
|
/**
|
|
*
|
|
* @param enable
|
|
*/
|
|
void enableP2P(bool enable);
|
|
|
|
/**
|
|
*
|
|
*/
|
|
void checkP2P();
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
bool isP2PAvailable();
|
|
|
|
/**
|
|
* Shuffle methods
|
|
*/
|
|
|
|
/**
|
|
*
|
|
* @param extras
|
|
* @param dx
|
|
* @param xShapeInfo
|
|
* @param dz
|
|
* @param zShapeInfo
|
|
* @param N
|
|
* @param shuffleMap
|
|
* @param tadShapeInfo
|
|
* @param tadOffsets
|
|
*/
|
|
void shuffle(Nd4jPointer *extras,
|
|
Nd4jPointer *x, Nd4jPointer *xShapeInfo,
|
|
Nd4jPointer *dx, Nd4jPointer *dxShapeInfo,
|
|
Nd4jPointer *z, Nd4jPointer *zShapeInfo,
|
|
Nd4jPointer *dz, Nd4jPointer *dzShapeInfo,
|
|
int N,
|
|
int *shuffleMap,
|
|
Nd4jPointer *tadShapeInfo,
|
|
Nd4jPointer *tadOffsets);
|
|
|
|
|
|
/**
|
|
* Type Conversions
|
|
*/
|
|
|
|
/**
|
|
*
|
|
* @param extras
|
|
* @param srcType
|
|
* @param x
|
|
* @param N
|
|
* @param dstType
|
|
* @param z
|
|
*/
|
|
void convertTypes(Nd4jPointer *extras, int srcType, Nd4jPointer x, Nd4jLong N, int dstType, Nd4jPointer z);
|
|
|
|
|
|
/**
|
|
*
|
|
* @return
|
|
*/
|
|
bool isExperimentalEnabled();
|
|
|
|
/**
|
|
* Aggregate
|
|
*/
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param opNum
|
|
* @param arguments
|
|
* @param numArguments
|
|
* @param shapeArguments
|
|
* @param numShapeArguments
|
|
* @param indexArguments
|
|
* @param numIndexArguments
|
|
* @param intArrays
|
|
* @param numIntArrays
|
|
* @param realArguments
|
|
* @param numRealArguments
|
|
*/
|
|
void execAggregate(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
void **arguments,
|
|
int numArguments,
|
|
Nd4jLong **shapeArguments,
|
|
int numShapeArguments,
|
|
int *indexArguments,
|
|
int numIndexArguments,
|
|
int **intArrays,
|
|
int numIntArrays,
|
|
void *realArguments,
|
|
int numRealArguments,
|
|
nd4j::DataType dtype);
|
|
|
|
|
|
template <typename T>
|
|
void _batchExecutor(Nd4jPointer *extraPointers,
|
|
int numAggregates,
|
|
int opNum,
|
|
int maxArgs,
|
|
int maxShapes,
|
|
int maxIntArrays,
|
|
int maxIntArraySize,
|
|
int maxIdx,
|
|
int maxReals,
|
|
void *ptrToArguments,
|
|
nd4j::DataType dtype);
|
|
|
|
void execAggregateBatch(Nd4jPointer *extraPointers,
|
|
int numAggregates,
|
|
int opNum,
|
|
int maxArgs,
|
|
int maxShapes,
|
|
int maxIntArrays,
|
|
int maxIntArraySize,
|
|
int maxIdx,
|
|
int maxReals,
|
|
void *ptrToArguments,
|
|
nd4j::DataType dtype);
|
|
|
|
/**
|
|
* Random operations
|
|
*/
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param opNum
|
|
* @param state
|
|
* @param z
|
|
* @param zShapeBuffer
|
|
* @param extraArguments
|
|
*/
|
|
void execRandom(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
Nd4jPointer state,
|
|
void *hZ, Nd4jLong *hZShapeBuffer,
|
|
void *dZ, Nd4jLong *dZShapeBuffer,
|
|
void *extraArguments);
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param opNum
|
|
* @param state
|
|
* @param x
|
|
* @param xShapeBuffer
|
|
* @param y
|
|
* @param yShapeBuffer
|
|
* @param z
|
|
* @param zShapeBuffer
|
|
* @param extraArguments
|
|
*/
|
|
void execRandom(Nd4jPointer *extraPointers,
|
|
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);
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param opNum
|
|
* @param state
|
|
* @param x
|
|
* @param xShapeBuffer
|
|
* @param z
|
|
* @param zShapeBuffer
|
|
* @param extraArguments
|
|
*/
|
|
void execRandom(Nd4jPointer *extraPointers,
|
|
int opNum,
|
|
Nd4jPointer state,
|
|
void *hX, Nd4jLong *hXShapeBuffer,
|
|
void *dX, Nd4jLong *dXShapeBuffer,
|
|
void *hZ, Nd4jLong *hZShapeBuffer,
|
|
void *dZ, Nd4jLong *dZShapeBuffer,
|
|
void *extraArguments);
|
|
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param seed
|
|
* @param bufferSize
|
|
* @param ptrToBuffer
|
|
* @return
|
|
*/
|
|
Nd4jPointer initRandom(Nd4jPointer *extraPointers,
|
|
long seed,
|
|
long bufferSize,
|
|
Nd4jPointer ptrToBuffer);
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param seed
|
|
* @param ptrRandom
|
|
*/
|
|
void refreshBuffer(Nd4jPointer *extraPointers,
|
|
long seed,
|
|
Nd4jPointer ptrRandom);
|
|
|
|
/**
|
|
*
|
|
* @param extraPointers
|
|
* @param seed
|
|
* @param ptrRandom
|
|
*/
|
|
void reSeedBuffer(Nd4jPointer *extraPointers,
|
|
long seed,
|
|
Nd4jPointer ptrRandom);
|
|
|
|
/**
|
|
*
|
|
* @param ptrRandom
|
|
*/
|
|
void destroyRandom(Nd4jPointer ptrRandom);
|
|
|
|
/**
|
|
* Grid operations
|
|
*/
|
|
|
|
|
|
|
|
|
|
/**
|
|
*
|
|
* @param extras
|
|
* @param opTypeA
|
|
* @param opNumA
|
|
* @param opTypeB
|
|
* @param opNumB
|
|
* @param N
|
|
* @param dx
|
|
* @param xShapeInfo
|
|
* @param dy
|
|
* @param yShapeInfo
|
|
* @param dz
|
|
* @param zShapeInfo
|
|
* @param extraA
|
|
* @param extraB
|
|
* @param scalarA
|
|
* @param scalarB
|
|
*/
|
|
/*
|
|
void execMetaPredicateShape(Nd4jPointer *extras,
|
|
const int opTypeA,
|
|
const int opNumA,
|
|
const int opTypeB,
|
|
const int opNumB,
|
|
Nd4jLong N,
|
|
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 *extraA,
|
|
void *extraB,
|
|
double scalarA,
|
|
double scalarB);
|
|
|
|
*/
|
|
/**
|
|
*
|
|
* @param data
|
|
* @param shapeBuffer
|
|
* @param wordSize
|
|
* @param headerSize
|
|
* @return
|
|
*/
|
|
|
|
template <typename T>
|
|
static Nd4jPointer _numpyHeaderForNd4j(Nd4jPointer data,Nd4jPointer shapeBuffer,Nd4jLong wordSize,Nd4jLong *headerSize) {
|
|
Nd4jLong *shapeBufferCast = reinterpret_cast<Nd4jLong *>(shapeBuffer);
|
|
int rank = shape::rank(shapeBufferCast);
|
|
Nd4jLong *shape = shape::shapeOf(shapeBufferCast);
|
|
unsigned int *npShape = new unsigned int[rank];
|
|
for(int i = 0; i < rank; i++) {
|
|
npShape[i] = shape[i];
|
|
}
|
|
|
|
Nd4jLong length = shape::prodLong(shape,rank);
|
|
auto npHeader = cnpy::createNpyHeader<T>(data,npShape,rank,wordSize);
|
|
char *ret = new char[npHeader.size() + 1];
|
|
int count = 0;
|
|
for(int i = 0; i < npHeader.size(); i++) {
|
|
ret[count] = npHeader[i];
|
|
count++;
|
|
}
|
|
|
|
ret[count] = '\0';
|
|
count++;
|
|
|
|
*headerSize = count;
|
|
return reinterpret_cast<Nd4jPointer>(ret);
|
|
}
|
|
|
|
Nd4jPointer numpyHeaderForNd4j(Nd4jPointer data,Nd4jPointer shapeBuffer,Nd4jLong wordSize,Nd4jLong *headerSize) {
|
|
auto shapeBufferCast = reinterpret_cast<Nd4jLong *>(shapeBuffer);
|
|
auto type = nd4j::ArrayOptions::dataType(shapeBufferCast);
|
|
BUILD_SINGLE_SELECTOR(type, return _numpyHeaderForNd4j, (data, shapeBuffer, wordSize, headerSize), LIBND4J_TYPES);
|
|
}
|
|
|
|
/**
|
|
* Load numpy from a header
|
|
* based on the cnpy parse from header method.
|
|
* @param data the header data to parse
|
|
* @return a pointer to a numpy cnpy:NpyArray struct
|
|
*/
|
|
Nd4jPointer loadNpyFromHeader(Nd4jPointer data) {
|
|
char *header = reinterpret_cast<char *>(data);
|
|
|
|
cnpy::NpyArray arr = cnpy::loadNpyFromHeader(header);
|
|
cnpy::NpyArray *ret = new cnpy::NpyArray();
|
|
int totalLengthOfShape = 1;
|
|
for(int i = 0; i < arr.shape.size(); i++) {
|
|
totalLengthOfShape *= arr.shape[i];
|
|
}
|
|
|
|
ret->data = arr.data;
|
|
ret->wordSize = arr.wordSize;
|
|
ret->shape = arr.shape;
|
|
return reinterpret_cast<Nd4jPointer>(ret);
|
|
}
|
|
|
|
|
|
/**
|
|
* Create a numpy array from an nd4j
|
|
* array
|
|
* @param data a pointer to the data
|
|
* @param shapeBuffer the shapebuffer for the nd4j array
|
|
* @param wordSize the word size (4 for float, 8 for doubles)
|
|
* @return a pointer to a numpy array
|
|
*/
|
|
|
|
template <typename T>
|
|
static Nd4jPointer _numpyFromNd4j(Nd4jPointer data,Nd4jPointer shapeBuffer,Nd4jLong wordSize) {
|
|
Nd4jLong *shapeBufferCast = reinterpret_cast<Nd4jLong *>(shapeBuffer);
|
|
int rank = shape::rank(shapeBufferCast);
|
|
Nd4jLong *shape = shape::shapeOf(shapeBufferCast);
|
|
unsigned int *npShape = new unsigned int[rank];
|
|
for(int i = 0; i < rank; i++) {
|
|
npShape[i] = shape[i];
|
|
}
|
|
|
|
Nd4jLong length = shape::prodLong(shape,rank);
|
|
auto npHeader = cnpy::createNpyHeader<T>(data,npShape,rank,wordSize);
|
|
char *dataChar = reinterpret_cast<char *>(data);
|
|
char *npHeaderData = npHeader.data();
|
|
char *ret = new char[(wordSize * length) + npHeader.size()];
|
|
char *cursorStart = ret;
|
|
std::memcpy(reinterpret_cast<void *>(ret), reinterpret_cast<void *>(npHeaderData), npHeader.size() * sizeof(Nd4jLong));
|
|
//move to next
|
|
cursorStart += npHeader.size();
|
|
std::memcpy(reinterpret_cast<void *>(ret), reinterpret_cast<void *>(dataChar), length * wordSize * sizeof(Nd4jLong));
|
|
Nd4jPointer rettPointer = reinterpret_cast<Nd4jPointer>(ret);
|
|
return rettPointer;
|
|
}
|
|
|
|
|
|
Nd4jPointer numpyFromNd4j(Nd4jPointer data,Nd4jPointer shapeBuffer,Nd4jLong wordSize) {
|
|
auto shapeBufferCast = reinterpret_cast<Nd4jLong *>(shapeBuffer);
|
|
auto type = nd4j::ArrayOptions::dataType(shapeBufferCast);
|
|
BUILD_SINGLE_SELECTOR(type, return _numpyFromNd4j, (data, shapeBuffer, wordSize), LIBND4J_TYPES);
|
|
}
|
|
|
|
|
|
/**
|
|
*
|
|
* @param npyArray
|
|
* @return
|
|
*/
|
|
Nd4jPointer shapeBufferForNumpy(Nd4jPointer npyArray);
|
|
|
|
|
|
/**
|
|
* Get the shape buffer from a
|
|
* numpy array.
|
|
* **Warning** this allocates memory
|
|
* @param npyArray
|
|
* @return
|
|
*/
|
|
Nd4jPointer shapeBufferForNumpyHeader(Nd4jPointer npyArray) {
|
|
cnpy::NpyArray arr = cnpy::loadNpyFromHeader(reinterpret_cast<char *>(npyArray));
|
|
auto shape = new unsigned int[arr.shape.size()];
|
|
for(unsigned int i = 0; i < arr.shape.size(); i++) {
|
|
shape[i] = arr.shape[i];
|
|
}
|
|
|
|
auto shapeBuffer = shape::shapeBufferOfNpy(arr.shape.size(), shape, arr.fortranOrder);
|
|
delete[] shape;
|
|
return reinterpret_cast<Nd4jPointer>(shapeBuffer);
|
|
}
|
|
|
|
|
|
|
|
/**
|
|
*
|
|
* @param npyArray
|
|
* @return
|
|
*/
|
|
Nd4jPointer dataPointForNumpyHeader(Nd4jPointer npyArray) {
|
|
cnpy::NpyArray arr = cnpy::loadNpyFromHeader(reinterpret_cast<char *>(npyArray));
|
|
unsigned char *dataToPrint = reinterpret_cast<unsigned char *>(arr.data);
|
|
return dataToPrint;
|
|
}
|
|
|
|
/**
|
|
*
|
|
* @param npyArray
|
|
* @return
|
|
*/
|
|
Nd4jPointer dataPointForNumpyStruct(Nd4jPointer npyArrayStruct) {
|
|
cnpy::NpyArray *arrPointer = reinterpret_cast<cnpy::NpyArray *>(npyArrayStruct);
|
|
unsigned char *dataToPrint = reinterpret_cast<unsigned char *>(arrPointer->data);
|
|
return reinterpret_cast<Nd4jPointer>(dataToPrint);
|
|
}
|
|
|
|
/**
|
|
*
|
|
* @param npyArray
|
|
* @param fromFile
|
|
* @return
|
|
*/
|
|
Nd4jPointer dataPointForNumpy(Nd4jPointer npyArray) {
|
|
char *npyArrayBuffer = reinterpret_cast< char *>(npyArray);
|
|
cnpy::NpyArray arr = cnpy::loadNpyFromPointer(npyArrayBuffer);
|
|
return dataPointForNumpyStruct(reinterpret_cast<Nd4jPointer>(&arr));
|
|
}
|
|
|
|
/**
|
|
* Load a numpy array from a file
|
|
* and return it as an Nd4jPointer
|
|
* @param path
|
|
* @return
|
|
*/
|
|
Nd4jPointer numpyFromFile(std::string path) {
|
|
char *numpyBuffer = cnpy::loadFile(path.data());
|
|
return reinterpret_cast<Nd4jPointer >(numpyBuffer);
|
|
}
|
|
|
|
|
|
////// NPZ //////
|
|
|
|
void* mapFromNpzFile(std::string path){
|
|
cnpy::npz_t* mapPtr = new cnpy::npz_t();
|
|
cnpy::npz_t map = cnpy::npzLoad(path);
|
|
mapPtr->insert(map.begin(), map.end());
|
|
return reinterpret_cast<void*>(mapPtr);
|
|
}
|
|
|
|
|
|
int getNumNpyArraysInMap(void *map){
|
|
cnpy::npz_t* arrays = reinterpret_cast<cnpy::npz_t*>(map);
|
|
int n = arrays->size();
|
|
return n;
|
|
}
|
|
|
|
const char* getNpyArrayNameFromMap(void *map, int index){
|
|
cnpy::npz_t* arrays = reinterpret_cast<cnpy::npz_t*>(map);
|
|
cnpy::npz_t::iterator it = arrays->begin();
|
|
cnpy::npz_t::iterator end = arrays->end();
|
|
int cnt = 0;
|
|
for(; it != end; ++it, ++cnt){
|
|
if (cnt == index){
|
|
// FIXME: @fariz, this is a leak!
|
|
return const_cast<const char *>(strdup(it->first.c_str()));
|
|
}
|
|
}
|
|
throw std::runtime_error("No array at index.");
|
|
}
|
|
|
|
void* getNpyArrayFromMap(void *map, int index){
|
|
cnpy::npz_t* arrays = reinterpret_cast<cnpy::npz_t*>(map);
|
|
cnpy::npz_t::iterator it = arrays->begin();
|
|
cnpy::npz_t::iterator end = arrays->end();
|
|
cnpy::NpyArray *arr = new cnpy::NpyArray();
|
|
int cnt = 0;
|
|
for(; it != end; ++it, ++cnt){
|
|
if (cnt == index){
|
|
*arr = it->second;
|
|
return arr;
|
|
}
|
|
}
|
|
throw std::runtime_error("No array at index.");
|
|
}
|
|
|
|
int dataTypeFromNpyHeader(void *header);
|
|
|
|
void* getNpyArrayData(void *npArray){
|
|
cnpy::NpyArray* npyArray2 = reinterpret_cast<cnpy::NpyArray*>(npArray);
|
|
return reinterpret_cast<void*>(npyArray2->data);
|
|
}
|
|
|
|
int getNpyArrayRank(void *npArray){
|
|
cnpy::NpyArray* arr = reinterpret_cast<cnpy::NpyArray*>(npArray);
|
|
int rank = arr->shape.size();
|
|
return rank;
|
|
}
|
|
|
|
Nd4jLong* getNpyArrayShape(void *npArray){
|
|
cnpy::NpyArray* arr = reinterpret_cast<cnpy::NpyArray*>(npArray);
|
|
int ndim = arr->shape.size();
|
|
Nd4jLong* shape = new Nd4jLong[ndim];
|
|
for (int i=0; i<ndim; i++){
|
|
shape[i] = arr->shape.at(i);
|
|
}
|
|
return shape;
|
|
}
|
|
|
|
char getNpyArrayOrder(void *npArray){
|
|
cnpy::NpyArray* arr = reinterpret_cast<cnpy::NpyArray*>(npArray);
|
|
return (arr->fortranOrder)?'f':'c';
|
|
}
|
|
|
|
int getNpyArrayElemSize(void *npArray){
|
|
cnpy::NpyArray* arr = reinterpret_cast<cnpy::NpyArray*>(npArray);
|
|
return arr->wordSize;
|
|
}
|
|
|
|
void deleteNPArrayStruct(void *npArray){
|
|
cnpy::NpyArray* arr = reinterpret_cast<cnpy::NpyArray*>(npArray);
|
|
delete arr;
|
|
}
|
|
|
|
void deleteNPArrayMap(void *map){
|
|
cnpy::npz_t* arrays = reinterpret_cast<cnpy::npz_t*>(map);
|
|
delete arrays;
|
|
}
|
|
//////
|
|
|
|
/**
|
|
* Get the element size for a numpy array
|
|
* @param npyArray the numpy array's address
|
|
* to get the length for
|
|
* @return
|
|
*/
|
|
int elementSizeForNpyArray(Nd4jPointer npyArray) {
|
|
cnpy::NpyArray arr = cnpy::loadNpyFromPointer(reinterpret_cast<char *>(npyArray));
|
|
cnpy::NpyArray *arrPointer = &arr;
|
|
int size = arrPointer->wordSize;
|
|
// arrPointer->destruct();
|
|
return size;
|
|
}
|
|
|
|
|
|
/**
|
|
* Get the element size for a numpy array
|
|
* @param npyArray the numpy array's address
|
|
* to get the length for
|
|
* @return
|
|
*/
|
|
int elementSizeForNpyArrayHeader(Nd4jPointer npyArray) {
|
|
cnpy::NpyArray arr = cnpy::loadNpyFromHeader(reinterpret_cast<char *>(npyArray));
|
|
cnpy::NpyArray *arrPointer = &arr;
|
|
int size = arrPointer->wordSize;
|
|
return size;
|
|
}
|
|
|
|
|
|
void releaseNumpy(Nd4jPointer npyArray) {
|
|
free(reinterpret_cast<void *>(npyArray));
|
|
}
|
|
|
|
|
|
/**
|
|
* Return the length of a shape buffer
|
|
* based on the pointer
|
|
* @param buffer the buffer pointer to check
|
|
* @return
|
|
*/
|
|
int lengthForShapeBufferPointer(Nd4jPointer buffer);
|
|
|
|
|
|
/**
|
|
* The pointer to get the address for
|
|
*
|
|
* @param address the address to get the pointer
|
|
* @return the pointer for the given address
|
|
*/
|
|
|
|
Nd4jPointer pointerForAddress(Nd4jLong address);
|
|
|
|
/**
|
|
* This method takes single N-dimensional tensor, and copies its TADs to target arrays
|
|
*
|
|
* @param x
|
|
* @param xShapeInfo
|
|
* @param targets
|
|
* @param zShapeInfo
|
|
* @return
|
|
*/
|
|
void tear(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
Nd4jPointer *targets, Nd4jLong *zShapeInfo,
|
|
Nd4jLong *tadShapeInfo,
|
|
Nd4jLong *tadOffsets);
|
|
|
|
Nd4jLong encodeBitmap(Nd4jPointer *extraPointers, void *dx, Nd4jLong *xShapeInfo, Nd4jLong N, int *dz, float threshold);
|
|
void decodeBitmap(Nd4jPointer *extraPointers, void *dx, Nd4jLong N, void *dz, Nd4jLong *zShapeInfo);
|
|
|
|
|
|
void encodeThresholdP1(Nd4jPointer *extraPointers, void *dx, Nd4jLong *xShapeInfo, Nd4jLong N, int *dz, float threshold);
|
|
void encodeThresholdP2Int(Nd4jPointer *extraPointers, int *dx, Nd4jLong N, int *dz);
|
|
void encodeThresholdP3(Nd4jPointer *extraPointers, void *dx, Nd4jLong *xShapeInfo, int *offsets, Nd4jLong N, int *dz);
|
|
|
|
|
|
void decodeThreshold(Nd4jPointer *extraPointers, void *dx, Nd4jLong N, void *dz, Nd4jLong *zShapeInfo);
|
|
|
|
|
|
void sort(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
bool descending);
|
|
|
|
void sortByKey(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
void *dy, Nd4jLong *dyShapeInfo,
|
|
bool descending);
|
|
|
|
void sortByValue(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
void *dy, Nd4jLong *dyShapeInfo,
|
|
bool descending);
|
|
|
|
void sortTad(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
int *dimension,
|
|
int dimensionLength,
|
|
Nd4jLong *tadShapeInfo,
|
|
Nd4jLong *tadOffsets,
|
|
bool descending);
|
|
|
|
void sortTadByKey(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
void *dy, Nd4jLong *dyShapeInfo,
|
|
int *dimension,
|
|
int dimensionLength,
|
|
bool descending);
|
|
|
|
void sortTadByValue(Nd4jPointer *extraPointers,
|
|
void *x, Nd4jLong *xShapeInfo,
|
|
void *dx, Nd4jLong *dxShapeInfo,
|
|
void *y, Nd4jLong *yShapeInfo,
|
|
void *dy, Nd4jLong *dyShapeInfo,
|
|
int *dimension,
|
|
int dimensionLength,
|
|
bool descending);
|
|
|
|
|
|
// special sort impl for sorting out COO indices and values
|
|
void sortCooIndices(Nd4jPointer *extraPointers, Nd4jLong *indices, void *values, Nd4jLong length, int rank);
|
|
|
|
|
|
Nd4jLong* mmapFile(Nd4jPointer *extraPointers, const char *fileName, Nd4jLong length);
|
|
|
|
void munmapFile(Nd4jPointer *extraPointers, Nd4jLong* ptrMap, Nd4jLong length);
|
|
|
|
|
|
// flatbuffers execution
|
|
nd4j::graph::ResultWrapper* executeFlatGraph(Nd4jPointer *extraPointers, Nd4jPointer flatBufferPointer);
|
|
|
|
|
|
const char* getAllCustomOps();
|
|
|
|
const char* getAllOperations();
|
|
|
|
// customOp executioner
|
|
int execCustomOp(Nd4jPointer* extraPointers, Nd4jLong hash, Nd4jPointer* inputBuffers, Nd4jPointer* inputShapes, int numInputs, Nd4jPointer* outputBuffers, Nd4jPointer* outputShapes, int numOutputs, double* tArgs, int numTArgs, Nd4jLong *iArgs, int numIArgs, bool* bArgs, int numBArgs, bool isInplace);
|
|
int execCustomOp(Nd4jPointer* extraPointers, Nd4jLong hash, Nd4jPointer opContext);
|
|
|
|
nd4j::ShapeList* calculateOutputShapes(Nd4jPointer* extraPointers, Nd4jLong hash, Nd4jPointer* inputShapes, int numInputShapes, double* tArgs, int numTArgs, Nd4jLong *iArgs, int numIArgs);
|
|
nd4j::ShapeList* calculateOutputShapes(Nd4jPointer* extraPointers, Nd4jLong hash, Nd4jPointer* inputBuffers, Nd4jPointer* inputShapes, int numInputShapes, double* tArgs, int numTArgs, Nd4jLong *iArgs, int numIArgs, bool *bArgs, int numBArgs);
|
|
|
|
void deleteShapeList(Nd4jPointer shapeList);
|
|
|
|
int registerGraph(Nd4jPointer *extraPointers, Nd4jLong graphId, Nd4jPointer flatBufferPointer);
|
|
|
|
nd4j::graph::VariablesSet *executeStoredGraph(Nd4jPointer *extraPointers, Nd4jLong graphId, Nd4jPointer *inputBuffers, Nd4jPointer *inputShapes, int* inputIndices, int numInputs);
|
|
|
|
int unregisterGraph(Nd4jPointer *extraPointers, Nd4jLong graphId);
|
|
|
|
void deleteIntArray(Nd4jPointer pointer);
|
|
void deleteLongArray(Nd4jPointer pointer);
|
|
void deletePointerArray(Nd4jPointer pointer);
|
|
|
|
void deleteVariablesSet(Nd4jPointer pointer);
|
|
|
|
// GraphState creation
|
|
Nd4jPointer getGraphState(Nd4jLong id);
|
|
|
|
void deleteGraphState(Nd4jPointer state);
|
|
|
|
void deleteResultWrapper(Nd4jPointer ptr);
|
|
|
|
int estimateThreshold(Nd4jPointer *extraPointers, Nd4jPointer x, Nd4jLong *xShapeInfo, int N, float threshold);
|
|
|
|
// this method executes op that requires scope to be present: if/while/cond/whatever
|
|
Nd4jStatus execCustomOpWithScope(Nd4jPointer *extraPointers, Nd4jPointer state, Nd4jLong opHash, Nd4jLong *scopes, int numScopes, Nd4jPointer *inputBuffers, Nd4jPointer *inputShapes, int numInputs, Nd4jPointer *outputBuffers, Nd4jPointer *outputShapes, int numOutputs);
|
|
|
|
//void fillUtf8String(Nd4jPointer *extraPointers, const char **string, int numStrings, Nd4jPointer buffer);
|
|
Nd4jPointer createUtf8String(Nd4jPointer *extraPointers, const char *string, int length);
|
|
void deleteUtf8String(Nd4jPointer *extraPointers, Nd4jPointer ptr);
|
|
|
|
void scatterUpdate(Nd4jPointer *extraPointers, int opCode, int numOfSubArrs,
|
|
void* hX, Nd4jLong* hXShapeInfo, Nd4jLong* hXOffsets,
|
|
void* dX, Nd4jLong* dXShapeInfo, Nd4jLong* dXOffsets,
|
|
void* hY, Nd4jLong* hYShapeInfo, Nd4jLong* hYOffsets,
|
|
void* dY, Nd4jLong* dYShapeInfo, Nd4jLong* dYOffsets,
|
|
int* hIindexes, int* dIindexes);
|
|
|
|
void inspectArray(Nd4jPointer *extraPointers, Nd4jPointer buffer, Nd4jLong *shapeInfo, Nd4jPointer specialBuffer, Nd4jLong *specialShapeInfo, Nd4jPointer debugInfo);
|
|
|
|
|
|
nd4j::ConstantDataBuffer* shapeBuffer(int rank, Nd4jLong *shape, Nd4jLong *strides, nd4j::DataType dtype, char order, Nd4jLong ews, bool empty);
|
|
|
|
nd4j::ConstantDataBuffer* constantBuffer(nd4j::DataType dtype, Nd4jLong *data, int length);
|
|
nd4j::ConstantDataBuffer* constantBuffer(nd4j::DataType dtype, double *data, int length);
|
|
nd4j::ConstantDataBuffer* constantBuffer(nd4j::DataType dtype, nd4j::ConstantDescriptor *descriptor);
|
|
};
|
|
|
|
|
|
|
|
|
|
|
|
|
|
#endif //NATIVEOPERATIONS_NATIVEOPS_H
|