cavis/libnd4j/include/loops/cpu/scalar_int.cpp

/* ******************************************************************************
 *
 *
 * 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.
 *
 *  See the NOTICE file distributed with this work for additional
 *  information regarding copyright ownership.
 * 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 raver119@gmail.com
//

#include "../scalar_int.h"
#include <system/op_boilerplate.h>
#include <types/types.h>
#include <helpers/LoopKind.h>
#include <execution/Threads.h>

#include "../legacy_ops.h"

using namespace simdOps;

namespace functions {
    namespace scalar {


        template<typename X>
        template<typename OpType>
        void ScalarIntTransform<X>::transform(const void *vx, const Nd4jLong *xShapeInfo,
                                              void *vextraParams,
                                              void *vz, const Nd4jLong *zShapeInfo,
                                              const void *vscalars,
                                              int *dimension, int dimensionLength,
                                              const Nd4jLong *xTadShapeInfo, const Nd4jLong *xTadOffsets,
                                              const Nd4jLong *zTadShapeInfo, const Nd4jLong *zTadOffsets,
                                              const uint64_t start, const uint64_t stop) {

            auto x = reinterpret_cast<const X *>(vx);
            auto z = reinterpret_cast<X *>(vz);
            auto scalars = reinterpret_cast<const X *>(vscalars);
            auto extraParams = reinterpret_cast<X *>(vextraParams);

            if (zTadShapeInfo == nullptr) {
                zTadShapeInfo = xTadShapeInfo;
                zTadOffsets   = xTadOffsets;
            }

            // tad preparation
            const int xTadEws    = shape::elementWiseStride(xTadShapeInfo);
            const int zTadEws    = shape::elementWiseStride(zTadShapeInfo);
            const int tadLength  = shape::tadLength(xShapeInfo, dimension, dimensionLength);
            const int numTads    = shape::length(xShapeInfo) / tadLength;

            sd::LoopKind::Kind kindOfLoop = sd::LoopKind::deduceKindOfLoopXZ(xTadShapeInfo, zTadShapeInfo);

            if (kindOfLoop != sd::LoopKind::EWS1 && kindOfLoop != sd::LoopKind::EWSNONZERO) {
                printf("ScalarIntTransform<X>::transform: super-bad loop visited. Shouldn't ever happen\n");
                return;
            }

            int num_threads = sd::math::nd4j_min<int>(numTads, sd::Environment::getInstance().maxThreads());

            if (kindOfLoop == sd::LoopKind::EWS1) {
                for (auto r = start; r < stop; r++) {
                    auto oZ = z + zTadOffsets[r];
                    auto oX = x + xTadOffsets[r];

                    PRAGMA_OMP_SIMD
                    for (int f = 0; f < tadLength; f++)
                        oZ[f] = OpType::op(oX[f], scalars[r], extraParams);
                };
            }
            else {
                for (auto r = start; r < stop; r++) {
                    auto oZ = z + zTadOffsets[r];
                    auto oX = x + xTadOffsets[r];

                    PRAGMA_OMP_SIMD
                    for (int f = 0; f < tadLength; f++)
                        oZ[f * zTadEws] = OpType::op(oX[f * xTadEws], scalars[r], extraParams);
                };
            }
        }

        template<typename X>
        void ScalarIntTransform<X>::transform(int opNum,
                                              const void *x, const Nd4jLong *xShapeInfo,
                                              void *extraParams,
                                              void *z, const Nd4jLong *zShapeInfo,
                                              const void *scalars,
                                              int *dimension, int dimensionLength,
                                              const Nd4jLong *xTadShapeInfo, const Nd4jLong *xTadOffsets,
                                              const Nd4jLong *zTadShapeInfo, const Nd4jLong *zTadOffsets,
                                              const uint64_t start, const uint64_t stop) {

            DISPATCH_BY_OPNUM_T(transform, PARAMS(x, xShapeInfo, extraParams, z, zShapeInfo, scalars, dimension, dimensionLength, xTadShapeInfo, xTadOffsets, zTadShapeInfo, zTadOffsets, start, stop), SCALAR_INT_OPS);
        }


        template<typename X>
        void ScalarIntTransform<X>::transform(const int opNum,
                                              const void *x, Nd4jLong xEws,
                                              void *z, Nd4jLong zEws,
                                              const void *scalar,
                                              void *extraParams,
                                              const uint64_t n,
                                              const uint64_t start, const uint64_t stop) {
            DISPATCH_BY_OPNUM_T(transform, PARAMS(x, xEws, z, zEws, scalar, extraParams, n, start, stop), SCALAR_INT_OPS);
        }

        template<typename X>
        void ScalarIntTransform<X>::transform(const int opNum,
                                              const void *x, const Nd4jLong *xShapeInfo,
                                              void *z, const Nd4jLong *zShapeInfo,
                                              const void *scalar,
                                              void *extraParams,
                                              const uint64_t start, const uint64_t stop) {
            DISPATCH_BY_OPNUM_T(transform, PARAMS(x, xShapeInfo, z, zShapeInfo, scalar, extraParams, start, stop), SCALAR_INT_OPS);
        }

        template<typename X>
        template<typename OpType>
        void ScalarIntTransform<X>::transform(const void *vx, const Nd4jLong *xShapeInfo,
                                              void *vz, const Nd4jLong *zShapeInfo,
                                              const void *vscalar, void *vextraParams,
                                              const uint64_t start, const uint64_t stop) {

            auto x = reinterpret_cast<const X *>(vx);
            auto z = reinterpret_cast<X *>(vz);
            auto scalar = reinterpret_cast<const X *>(vscalar)[0];
            auto extraParams = reinterpret_cast<X *>(vextraParams);

            auto xEws = shape::elementWiseStride(xShapeInfo);
            auto zEws = shape::elementWiseStride(zShapeInfo);
            auto len = shape::length(xShapeInfo);

            sd::LoopKind::Kind kindOfLoop = sd::LoopKind::deduceKindOfLoopXZ(xShapeInfo, zShapeInfo);

            if (kindOfLoop == sd::LoopKind::EWS1 || kindOfLoop == sd::LoopKind::EWSNONZERO) {
                transform<OpType>(x, xEws, z, zEws, vscalar, extraParams, len, start, stop);
                return;
            }

            uint xShapeInfoCast[MAX_RANK];
            const bool canCastX = sd::DataTypeUtils::castShapeInfo<uint>(xShapeInfo, xShapeInfoCast);

            if(shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo)) {
                PRAGMA_OMP_SIMD
                for (auto i = start; i < stop; i++) {
                    auto offset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX);
                    z[offset] = OpType::op(x[offset], scalar, extraParams);
                };
            }
            else {
                uint zShapeInfoCast[MAX_RANK];
                const bool canCastZ = sd::DataTypeUtils::castShapeInfo<uint>(zShapeInfo, zShapeInfoCast);

                PRAGMA_OMP_SIMD
                for (auto i = start; i < stop; i++) {
                    auto xOffset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX);
                    auto zOffset = shape::indexOffset(i, zShapeInfo, zShapeInfoCast, canCastZ);
                    z[zOffset] = OpType::op(x[xOffset], scalar, extraParams);
                };
            }
        }


            template<typename X>
            template<typename OpType>
            void ScalarIntTransform<X>::transform(const void *vx, Nd4jLong xEws,
                                                  void *vz, Nd4jLong zEws,
                                                  const void *vscalar,
                                                  void *vextraParams,
                                                  const uint64_t len, const uint64_t start, const uint64_t stop) {

                auto x = reinterpret_cast<const X *>(vx);
                auto z = reinterpret_cast<X *>(vz);
                auto scalar = reinterpret_cast<const X *>(vscalar)[0];
                auto extraParams = reinterpret_cast<X *>(vextraParams);

                if (scalar < (sizeof(X) * 8)) {
                    if (xEws == 1 && zEws == 1) {
                        for (auto i = start; i < stop; i++)
                            z[i] = OpType::op(x[i], scalar, extraParams);
                    } else {
                        for (auto i = start; i < stop; i++)
                            z[i * zEws] = OpType::op(x[i * xEws], scalar, extraParams);
                    }
                }
            }

        BUILD_SINGLE_TEMPLATE(template class ND4J_EXPORT ScalarIntTransform, , INTEGER_TYPES);

}
}