cavis/libnd4j/include/helpers/cpu/TrueBroadcastHelper.cpp

/*******************************************************************************
 * 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
 ******************************************************************************/

//
// @author Yurii Shyrma (iuriish@yahoo.com)
//

#include <TrueBroadcastHelper.h>
#include <ops/ops.h>
#include <execution/Threads.h>

using namespace simdOps;

namespace nd4j    {
namespace helpers {

////////////////////////////////////////////////////////////////////////
template <typename X, typename  Y, typename Z>
template<typename OpType>
void TrueBroadcastHelper<X, Y, Z>::exec(const NDArray& xArr, const NDArray& yArr, NDArray& zArr) {

    const X* x = reinterpret_cast<X*>(xArr.getBuffer());
    const Y* y = reinterpret_cast<Y*>(yArr.getBuffer());
    	  Z* z = reinterpret_cast<Z*>(zArr.getBuffer());

    const auto xShapeInfo = xArr.getShapeInfo();
    const auto yShapeInfo = yArr.getShapeInfo();
    const auto zShapeInfo = zArr.getShapeInfo();

    const int xRank = xArr.rankOf();
    const int yRank = yArr.rankOf();
    const int zRank = zArr.rankOf();

    const Nd4jLong zLen  = zArr.lengthOf();

    auto func = PRAGMA_THREADS_FOR {
        std::vector<Nd4jLong> xCoords(xArr.rankOf()), yCoords(yArr.rankOf()), zCoords(zArr.rankOf());

        for (auto i = start; i < stop; ++i) {

            shape::index2coords(i, zShapeInfo, zCoords.data());

            for (int ix = xRank - 1, iy = yRank - 1, iz = zRank - 1; iz >= 0; --iz) {

                if (ix >= 0) {
                    if (xShapeInfo[ix + 1] == zShapeInfo[iz + 1]) {
                        xCoords[ix--] = zCoords[iz];
                    } else {
                        xCoords[ix--] = 0;
                    }
                }

                if (iy >= 0) {
                    if (yShapeInfo[iy + 1] == zShapeInfo[iz + 1]) {
                        yCoords[iy--] = zCoords[iz];
                    } else {
                        yCoords[iy--] = 0;
                    }
                }
            }

            const auto xOffset = shape::getOffset(xShapeInfo, xCoords.data());
            const auto yOffset = shape::getOffset(yShapeInfo, yCoords.data());
            const auto zOffset = shape::getOffset(zShapeInfo, zCoords.data());

            z[zOffset] = OpType::op(x[xOffset], y[yOffset]);
        }
    };

    samediff::Threads::parallel_for(func, 0, zLen);
}

template <typename X, typename  Y, typename Z>
void TrueBroadcastHelper<X, Y, Z>::exec(const nd4j::broadcast::Ops opNum, const NDArray& xArr, const NDArray& yArr, NDArray& zArr) {
	DISPATCH_BY_OPNUM_TTT(exec, PARAMS(xArr, yArr, zArr), BROADCAST_OPS);
}

////////////////////////////////////////////////////////////////////////
template <typename X, typename  Z>
template<typename OpType>
void TrueBroadcastBoolHelper<X, Z>::exec(const NDArray& xArr, const NDArray& yArr, NDArray& zArr) {

    const X* x = reinterpret_cast<X*>(xArr.getBuffer());
    const X* y = reinterpret_cast<X*>(yArr.getBuffer());
    	  Z* z = reinterpret_cast<Z*>(zArr.getBuffer());

    const auto xShapeInfo = xArr.getShapeInfo();
    const auto yShapeInfo = yArr.getShapeInfo();
    const auto zShapeInfo = zArr.getShapeInfo();

    const int xRank = xArr.rankOf();
    const int yRank = yArr.rankOf();
    const int zRank = zArr.rankOf();

    const Nd4jLong zLen  = zArr.lengthOf();

    auto func = PRAGMA_THREADS_FOR {
        std::vector<Nd4jLong> xCoords(xArr.rankOf()), yCoords(yArr.rankOf()), zCoords(zArr.rankOf());

        for (auto i = start; i < stop; ++i) {

            shape::index2coords(i, zShapeInfo, zCoords.data());

            for (int ix = xRank - 1, iy = yRank - 1, iz = zRank - 1; iz >= 0; --iz) {

                if (ix >= 0) {
                    if (xShapeInfo[ix + 1] == zShapeInfo[iz + 1]) {
                        xCoords[ix--] = zCoords[iz];
                    } else {
                        xCoords[ix--] = 0;
                    }
                }

                if (iy >= 0) {
                    if (yShapeInfo[iy + 1] == zShapeInfo[iz + 1]) {
                        yCoords[iy--] = zCoords[iz];
                    } else {
                        yCoords[iy--] = 0;
                    }
                }
            }

            const auto xOffset = shape::getOffset(xShapeInfo, xCoords.data());
            const auto yOffset = shape::getOffset(yShapeInfo, yCoords.data());
            const auto zOffset = shape::getOffset(zShapeInfo, zCoords.data());

            z[zOffset] = OpType::op(x[xOffset], y[yOffset], nullptr);
        }
    };

    samediff::Threads::parallel_for(func, 0, zLen);
}

template <typename X, typename  Y>
void TrueBroadcastBoolHelper<X, Y>::exec(const nd4j::broadcast::BoolOps opNum, const NDArray& xArr, const NDArray& yArr, NDArray& zArr) {
	DISPATCH_BY_OPNUM_TT(exec, PARAMS(xArr, yArr, zArr), BROADCAST_BOOL_OPS);
}

////////////////////////////////////////////////////////////////////////
template <typename X>
template<typename OpType>
void TrueBroadcastIntHelper<X>::exec(const NDArray& xArr, const NDArray& yArr, NDArray& zArr) {

    const X* x = reinterpret_cast<X*>(xArr.getBuffer());
    const X* y = reinterpret_cast<X*>(yArr.getBuffer());
    	  X* z = reinterpret_cast<X*>(zArr.getBuffer());

    const auto xShapeInfo = xArr.getShapeInfo();
    const auto yShapeInfo = yArr.getShapeInfo();
    const auto zShapeInfo = zArr.getShapeInfo();

    const int xRank = xArr.rankOf();
    const int yRank = yArr.rankOf();
    const int zRank = zArr.rankOf();

    const Nd4jLong zLen  = zArr.lengthOf();

    auto func = PRAGMA_THREADS_FOR {
        std::vector<Nd4jLong> xCoords(xArr.rankOf()), yCoords(yArr.rankOf()), zCoords(zArr.rankOf());

        for (auto i = start; i < stop; ++i) {

            shape::index2coords(i, zShapeInfo, zCoords.data());

            for (int ix = xRank - 1, iy = yRank - 1, iz = zRank - 1; iz >= 0; --iz) {

                if (ix >= 0) {
                    if (xShapeInfo[ix + 1] == zShapeInfo[iz + 1]) {
                        xCoords[ix--] = zCoords[iz];
                    } else {
                        xCoords[ix--] = 0;
                    }
                }

                if (iy >= 0) {
                    if (yShapeInfo[iy + 1] == zShapeInfo[iz + 1]) {
                        yCoords[iy--] = zCoords[iz];
                    } else {
                        yCoords[iy--] = 0;
                    }
                }
            }

            const auto xOffset = shape::getOffset(xShapeInfo, xCoords.data());
            const auto yOffset = shape::getOffset(yShapeInfo, yCoords.data());
            const auto zOffset = shape::getOffset(zShapeInfo, zCoords.data());

            z[zOffset] = OpType::op(x[xOffset], y[yOffset]);
        }
    };

    samediff::Threads::parallel_for(func, 0, zLen);
}

template <typename X>
void TrueBroadcastIntHelper<X>::exec(const nd4j::broadcast::IntOps opNum, const NDArray& xArr, const NDArray& yArr, NDArray& zArr) {
	DISPATCH_BY_OPNUM_T(exec, PARAMS(xArr, yArr, zArr), BROADCAST_INT_OPS);
}

BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_0);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_1);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_2);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_3);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_4);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_5);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_6);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_7);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_8);
BUILD_PAIRWISE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastHelper, , PAIRWISE_TYPES_9);

BUILD_DOUBLE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastBoolHelper, , LIBND4J_TYPES, BOOL_TYPES);

BUILD_SINGLE_TEMPLATE(template class ND4J_EXPORT TrueBroadcastIntHelper, , INTEGER_TYPES);

}
}