cavis/libnd4j/include/helpers/cpu/loops/IndexReductionLoops.hpp

/*******************************************************************************
 * 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), created on 14.03.2019
//

#include <helpers/Loops.h>

using namespace simdOps;


//////////////////////////////////////////////////////////////////////////////
template <typename X, typename Z>
template <typename OpType>
void sd::IndexReductionLoops<X,Z>::loopIndexReduce(const X* x, const Nd4jLong* xShapeInfo,
                                                   Z* z, const Nd4jLong* zShapeInfo,
                                                   const Nd4jLong* tadShapeInfo, const Nd4jLong* tadOffsets,
                                                   X* extraParams) {

    sd::LoopKind::Kind kindOfLoop = sd::LoopKind::deduceKindOfLoopTadXZ(xShapeInfo, zShapeInfo, tadShapeInfo);
    if(kindOfLoop == sd::LoopKind::SMALLARR2DX)
        kindOfLoop = sd::LoopKind::EWSNONZERO;

    const Nd4jLong zLen   = shape::length(zShapeInfo);
    const Nd4jLong tadLen = shape::length(tadShapeInfo);

    const uint tadEws = shape::elementWiseStride(tadShapeInfo);
    const uint zEws   = shape::elementWiseStride(zShapeInfo);

    const Nd4jLong* tadShape  = shape::shapeOf(const_cast<Nd4jLong*>(tadShapeInfo));
    const Nd4jLong* tadStride = shape::stride(const_cast<Nd4jLong*>(tadShapeInfo));

    switch (kindOfLoop) {
        //*********************************************//
        case sd::LoopKind::EWS1: {

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong j = 0; j < tadLen; j++) {
                        functions::indexreduce::IndexValue<X> comp(tad[j], j);
                        indexValue = OpType::update(indexValue, comp, extraParams);
                    }

                    z[i] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::EWSNONZERO: {

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong j = 0; j < tadLen; j++) {
                        functions::indexreduce::IndexValue<X> comp(tad[j * tadEws], j);
                        indexValue = OpType::update(indexValue, comp, extraParams);
                    }

                    z[i * zEws] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::RANK1: {

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong i0 = 0; i0 < tadLen; ++i0) {
                        functions::indexreduce::IndexValue<X> comp(tad[i0 * tadStride[0]], i0);
                        indexValue = OpType::update(indexValue, comp, extraParams);
                    }

                    z[i] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::RANK2: {
            Nd4jLong newStride[2];
            shape::updateStrides(2, tadShape, newStride, 'c');

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong i0 = 0; i0 < tadShape[0]; ++i0) {
                        for (Nd4jLong i1 = 0; i1 < tadShape[1]; ++i1) {
                            const auto tadOffset = i0 * tadStride[0] + i1 * tadStride[1];
                            const auto tadIndex = i0 * newStride[0] + i1;
                            functions::indexreduce::IndexValue<X> comp(tad[tadOffset], tadIndex);
                            indexValue = OpType::update(indexValue, comp, extraParams);
                        }
                    }

                    z[i] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::RANK3: {
            Nd4jLong newStride[3];
            shape::updateStrides(3, tadShape, newStride, 'c');

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong i0 = 0; i0 < tadShape[0]; ++i0) {
                        for (Nd4jLong i1 = 0; i1 < tadShape[1]; ++i1) {
                            for (Nd4jLong i2 = 0; i2 < tadShape[2]; ++i2) {
                                const auto tadOffset = i0 * tadStride[0] + i1 * tadStride[1] + i2 * tadStride[2];
                                const auto tadIndex = i0 * newStride[0] + i1 * newStride[1] + i2;
                                functions::indexreduce::IndexValue<X> comp(tad[tadOffset], tadIndex);
                                indexValue = OpType::update(indexValue, comp, extraParams);
                            }
                        }
                    }

                    z[i] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::RANK4: {
            Nd4jLong newStride[4];
            shape::updateStrides(4, tadShape, newStride, 'c');

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong i0 = 0; i0 < tadShape[0]; ++i0) {
                        for (Nd4jLong i1 = 0; i1 < tadShape[1]; ++i1) {
                            for (Nd4jLong i2 = 0; i2 < tadShape[2]; ++i2) {
                                for (Nd4jLong i3 = 0; i3 < tadShape[3]; ++i3) {
                                    const auto tadOffset = i0 * tadStride[0] + i1 * tadStride[1] + i2 * tadStride[2] + i3 * tadStride[3];
                                    const auto tadIndex = i0 * newStride[0] + i1 * newStride[1] + i2 * newStride[2] + i3;
                                    functions::indexreduce::IndexValue<X> comp(tad[tadOffset], tadIndex);
                                    indexValue = OpType::update(indexValue, comp, extraParams);
                                }
                            }
                        }
                    }

                    z[i] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::RANK5: {
            Nd4jLong newStride[5];
            shape::updateStrides(5, tadShape, newStride, 'c');

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong i0 = 0; i0 < tadShape[0]; ++i0) {
                        for (Nd4jLong i1 = 0; i1 < tadShape[1]; ++i1) {
                            for (Nd4jLong i2 = 0; i2 < tadShape[2]; ++i2) {
                                for (Nd4jLong i3 = 0; i3 < tadShape[3]; ++i3) {
                                    for (Nd4jLong i4 = 0; i4 < tadShape[4]; ++i4) {
                                        const auto tadOffset = i0 * tadStride[0] + i1 * tadStride[1] + i2 * tadStride[2] + i3 * tadStride[3] + i4 * tadStride[4];
                                        const auto tadIndex = i0 * newStride[0] + i1 * newStride[1] + i2 * newStride[2] + i3 * newStride[3] + i4;
                                        functions::indexreduce::IndexValue<X> comp(tad[tadOffset], tadIndex);
                                        indexValue = OpType::update(indexValue, comp, extraParams);
                                    }
                                }
                            }
                        }
                    }

                    z[i] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::X_EWSNONZERO: {
            uint castZShapeInfo[MAX_RANK];
            const bool canCastZ   = sd::DataTypeUtils::castShapeInfo<uint>(zShapeInfo,   castZShapeInfo);

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong j = 0; j < tadLen; j++) {
                        functions::indexreduce::IndexValue<X> comp(tad[j * tadEws], j);
                        indexValue = OpType::update(indexValue, comp, extraParams);
                    }

                    auto zOffset = shape::indexOffset(i, zShapeInfo, castZShapeInfo, canCastZ);
                    z[zOffset] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        case sd::LoopKind::Z_EWSNONZERO: {
            uint castTadShapeInfo[MAX_RANK];
            const bool canCastTad = sd::DataTypeUtils::castShapeInfo<uint>(tadShapeInfo, castTadShapeInfo);

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong j = 0; j < tadLen; j++) {
                        auto tadOffset = shape::indexOffset(j, tadShapeInfo, castTadShapeInfo, canCastTad);
                        functions::indexreduce::IndexValue<X> comp(tad[tadOffset], j);
                        indexValue = OpType::update(indexValue, comp, extraParams);
                    }

                    z[i * zEws] = (Z) indexValue.index;
                }
            };

            samediff::Threads::parallel_tad(func, 0, zLen);
        }
            break;

            //*********************************************//
        default: {
            uint castTadShapeInfo[MAX_RANK];
            uint castZShapeInfo[MAX_RANK];
            const bool canCastTad = sd::DataTypeUtils::castShapeInfo<uint>(tadShapeInfo, castTadShapeInfo);
            const bool canCastZ   = sd::DataTypeUtils::castShapeInfo<uint>(zShapeInfo,   castZShapeInfo);

            auto func = PRAGMA_THREADS_FOR {
                for (auto i = start; i < stop; i++) {
                    auto tad = const_cast<X *>(x) + tadOffsets[i];
                    auto indexValue = OpType::startingIndexValue(tad);

                    for (Nd4jLong j = 0; j < tadLen; j++) {
                        auto tadOffset = shape::indexOffset(j, tadShapeInfo, castTadShapeInfo, canCastTad);
                        functions::indexreduce::IndexValue<X> comp(tad[tadOffset], j);
                        indexValue = OpType::update(indexValue, comp, extraParams);
                    }

                    auto zOffset = shape::indexOffset(i, zShapeInfo, castZShapeInfo, canCastZ);
                    z[zOffset] = (Z) indexValue.index;
                }
            };

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

template <typename X, typename Y>
void sd::IndexReductionLoops<X, Y>::wrapIndexReduce(const int opNum, const void* vx, const Nd4jLong* xShapeInfo, void* vz, const Nd4jLong* zShapeInfo, const Nd4jLong* tadShapeInfo, const Nd4jLong* tadOffsets, void* vextraParams) {
    auto x = reinterpret_cast<const X *>(vx);
    auto z = reinterpret_cast<Y *>(vz);
    auto extraParams = reinterpret_cast<X *>(vextraParams);

    DISPATCH_BY_OPNUM_TT(loopIndexReduce, PARAMS(x, xShapeInfo, z, zShapeInfo, tadShapeInfo, tadOffsets, extraParams), INDEX_REDUCE_OPS);
}