/******************************************************************************* * 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 raver119@gmail.com // #include #include #include #include using namespace simdOps; namespace functions { namespace pairwise_transforms { template void PairWiseIntTransform::exec( const int opNum, void *x, Nd4jLong xEws, void *y, Nd4jLong yEws, void *z, Nd4jLong zEws, void *extraParams, Nd4jLong n) { DISPATCH_BY_OPNUM_T(exec, PARAMS(x, xEws, y, yEws, z, zEws, extraParams, n), PAIRWISE_INT_OPS); }; template template void PairWiseIntTransform::exec(void *vx, Nd4jLong xEws, void *vy, Nd4jLong yEws, void *vz, Nd4jLong zEws, void *vextraParams, const Nd4jLong n) { auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); auto extraParams = reinterpret_cast(vextraParams); nd4j::OmpLaunchHelper info(n); if (xEws == 1 && yEws == 1 && zEws == 1) { PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); Nd4jLong threadOffset = info.getThreadOffset(threadNum); auto xi = x + threadOffset; auto yi = y + threadOffset; auto zi = z + threadOffset; auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) zi[i] = OpType::op(xi[i], yi[i], extraParams); } } else { PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); Nd4jLong threadOffset = info.getThreadOffset(threadNum); auto xi = x + xEws*threadOffset; auto yi = y + yEws*threadOffset; auto zi = z + zEws*threadOffset; auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) zi[i*zEws] = OpType::op(xi[i*xEws], yi[i*yEws], extraParams); } } } template void PairWiseIntTransform::exec( const int opNum, void *x, Nd4jLong *xShapeInfo, void *y, Nd4jLong *yShapeInfo, void *z, Nd4jLong *zShapeInfo, void *extraParams) { DISPATCH_BY_OPNUM_T(exec, PARAMS(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams), PAIRWISE_INT_OPS); }; template template void PairWiseIntTransform::exec(void *vx, Nd4jLong* xShapeInfo, void *vy, Nd4jLong* yShapeInfo, void *vz, Nd4jLong* zShapeInfo, void *vextraParams) { auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); auto extraParams = reinterpret_cast(vextraParams); auto n = shape::length(xShapeInfo); auto xEws = shape::elementWiseStride(xShapeInfo); auto yEws = shape::elementWiseStride(yShapeInfo); auto zEws = shape::elementWiseStride(zShapeInfo); nd4j::OmpLaunchHelper info(n); if (shape::isScalar(yShapeInfo)) { uint xShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); if(shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo)) { PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for(Nd4jLong i = 0; i < ulen; i++) { auto offset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); z[offset] = OpType::op(x[offset], y[0], extraParams); } } } else { uint zShapeInfoCast[MAX_RANK]; const bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zShapeInfo, zShapeInfoCast); PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for(Nd4jLong i = 0; i < ulen; i++) { auto xOffset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); auto zOffset = shape::indexOffset(i + threadOffset, zShapeInfo, zShapeInfoCast, n, canCastZ); z[zOffset] = OpType::op(x[xOffset], y[0], extraParams); } } } return; } const nd4j::LoopKind::Kind kindOfLoop = nd4j::LoopKind::deduceKindOfLoopXYZ(xShapeInfo, yShapeInfo, zShapeInfo); const bool sameShapesXY = shape::shapeEquals(xShapeInfo, yShapeInfo); if ((kindOfLoop == nd4j::LoopKind::EWS1 || kindOfLoop == nd4j::LoopKind::EWSNONZERO) && sameShapesXY) { exec(x, xEws, y, yEws, z, zEws, extraParams, n); } else if ((kindOfLoop == nd4j::LoopKind::EWS1 || kindOfLoop == nd4j::LoopKind::EWSNONZERO) && !sameShapesXY) { //not same shape exec(x, xEws, y, yEws, z, zEws, extraParams, shape::length(yShapeInfo)); } else { if(shape::haveSameShapeAndStrides(xShapeInfo, yShapeInfo) && shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo)) { uint xShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) { auto offset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); z[offset] = OpType::op(x[offset], y[offset], extraParams); } } } else if(shape::haveSameShapeAndStrides(xShapeInfo, yShapeInfo)) { uint xShapeInfoCast[MAX_RANK]; uint zShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); const bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zShapeInfo, zShapeInfoCast); PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) { auto offset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); auto zOffset = shape::indexOffset(i + threadOffset, zShapeInfo, zShapeInfoCast, n, canCastZ); z[zOffset] = OpType::op(x[offset], y[offset], extraParams); } } } else if(shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo)) { uint xShapeInfoCast[MAX_RANK]; uint yShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); const bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yShapeInfo, yShapeInfoCast); PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) { auto offset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); auto yOffset = shape::indexOffset(i + threadOffset, yShapeInfo, yShapeInfoCast, n, canCastY); z[offset] = OpType::op(x[offset], y[yOffset], extraParams); } } } else if(shape::haveSameShapeAndStrides(yShapeInfo, zShapeInfo)) { uint xShapeInfoCast[MAX_RANK]; uint yShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); const bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yShapeInfo, yShapeInfoCast); PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) { auto xOffset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); auto offset = shape::indexOffset(i + threadOffset, yShapeInfo, yShapeInfoCast, n, canCastY); z[offset] = OpType::op(x[xOffset], y[offset], extraParams); } } } else { uint xShapeInfoCast[MAX_RANK]; uint yShapeInfoCast[MAX_RANK]; uint zShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); const bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yShapeInfo, yShapeInfoCast); const bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zShapeInfo, zShapeInfoCast); PRAGMA_OMP_PARALLEL_THREADS(info._numThreads) { auto threadNum = omp_get_thread_num(); auto threadOffset = info.getThreadOffset(threadNum); auto ulen = static_cast(info.getItersPerThread(threadNum)); PRAGMA_OMP_SIMD for (Nd4jLong i = 0; i < ulen; i++) { auto xOffset = shape::indexOffset(i + threadOffset, xShapeInfo, xShapeInfoCast, n, canCastX); auto yOffset = shape::indexOffset(i + threadOffset, yShapeInfo, yShapeInfoCast, n, canCastY); auto zOffset = shape::indexOffset(i + threadOffset, zShapeInfo, zShapeInfoCast, n, canCastZ); z[zOffset] = OpType::op(x[xOffset], y[yOffset], extraParams); } } } } } BUILD_SINGLE_TEMPLATE(template class ND4J_EXPORT PairWiseIntTransform, , INTEGER_TYPES); } }