/******************************************************************************* * 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, created on 15.12.17. // @author Yurii Shyrma (iuriish@yahoo.com) // #include #include #include #include using namespace randomOps; namespace functions { namespace random { template template void RandomFunction::execTransform(Nd4jPointer state, void *vx, Nd4jLong *xShapeInfo, void *vy, Nd4jLong *yShapeInfo, void *vz, Nd4jLong *zShapeInfo, void *vextraArguments) { auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); auto extraArguments = reinterpret_cast(vextraArguments); if (OpClass::requiresSpecial) { OpClass::specialOp(state, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraArguments); return; } auto length = shape::length(zShapeInfo); nd4j::graph::RandomGenerator* rng = reinterpret_cast(state); if(shape::haveSameShapeAndStrides(xShapeInfo, yShapeInfo) && shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo)) { if(shape::elementWiseStride(zShapeInfo) == 1 && shape::elementWiseStride(xShapeInfo) == 1 && shape::elementWiseStride(yShapeInfo) == 1 && shape::order(xShapeInfo) == shape::order(zShapeInfo) && shape::order(zShapeInfo) == shape::order(yShapeInfo) ){ auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (auto i = start; i < stop; i++) { z[i] = OpClass::op(x[i], y[i], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } else{ uint xShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (auto i = start; i < stop; i += increment) { auto offset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); z[offset] = OpClass::op(x[offset], y[offset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } } 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); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto offset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); auto zOffset = shape::indexOffset(i, zShapeInfo, zShapeInfoCast, canCastZ); z[zOffset] = OpClass::op(x[offset], y[offset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } 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); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto offset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); auto yOffset = shape::indexOffset(i, yShapeInfo, yShapeInfoCast, canCastY); z[offset] = OpClass::op(x[offset], y[yOffset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } 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); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto xOffset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); auto offset = shape::indexOffset(i, yShapeInfo, yShapeInfoCast, canCastY); z[offset] = OpClass::op(x[xOffset], y[offset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } 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); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto xOffset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); auto yOffset = shape::indexOffset(i, yShapeInfo, yShapeInfoCast, canCastY); auto zOffset = shape::indexOffset(i, zShapeInfo, zShapeInfoCast, canCastZ); z[zOffset] = OpClass::op(x[xOffset], y[yOffset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } }; template template void RandomFunction::execTransform(Nd4jPointer state, void *vx, Nd4jLong *xShapeInfo, void *vz, Nd4jLong *zShapeInfo, void *vextraArguments) { auto x = reinterpret_cast(vx); auto z = reinterpret_cast(vz); auto extraArguments = reinterpret_cast(vextraArguments); auto length = shape::length(zShapeInfo); uint xShapeInfoCast[MAX_RANK]; const bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); nd4j::graph::RandomGenerator* rng = reinterpret_cast(state); if(shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo)) { if(shape::elementWiseStride(zShapeInfo) == 1 && shape::elementWiseStride(xShapeInfo) == 1 && shape::order(xShapeInfo) == shape::order(zShapeInfo)){ auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (auto i = start; i < stop; i++) { z[i] = OpClass::op(x[i], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } else{ auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto offset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); z[offset] = OpClass::op(x[offset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } } else { uint zShapeInfoCast[MAX_RANK]; const bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zShapeInfo, zShapeInfoCast); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto xOffset = shape::indexOffset(i, xShapeInfo, xShapeInfoCast, canCastX); auto zOffset = shape::indexOffset(i, zShapeInfo, zShapeInfoCast, canCastZ); z[zOffset] = OpClass::op(x[xOffset], i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } } template template void RandomFunction::execTransform(Nd4jPointer state, void *vz, Nd4jLong *zShapeInfo, void *vextraArguments) { auto z = reinterpret_cast(vz); auto extraArguments = reinterpret_cast(vextraArguments); auto length = shape::length(zShapeInfo); nd4j::graph::RandomGenerator* rng = reinterpret_cast(state); if(shape::elementWiseStride(zShapeInfo) == 1){ auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (auto i = start; i < stop; i++) { z[i] = OpClass::op( i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } else{ nd4j::OmpLaunchHelper info(length); uint zShapeInfoCast[MAX_RANK]; const bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zShapeInfo, zShapeInfoCast); auto func = PRAGMA_THREADS_FOR { PRAGMA_OMP_SIMD for (uint64_t i = start; i < stop; i += increment) { auto offset = shape::indexOffset(i, zShapeInfo, zShapeInfoCast, canCastZ); z[offset] = OpClass::op(i, length, rng, extraArguments); } }; samediff::Threads::parallel_for(func, 0, length, 1); } } template void RandomFunction::execTransform(int opNum, Nd4jPointer state, void *x, Nd4jLong *xShapeInfo, void *z, Nd4jLong *zShapeInfo, void *extraArguments) { DISPATCH_BY_OPNUM_T(execTransform, PARAMS(state, x, xShapeInfo, z, zShapeInfo, extraArguments), RANDOM_OPS) } template void RandomFunction::execTransform(int opNum, Nd4jPointer state, void *x, Nd4jLong *xShapeInfo, void *y, Nd4jLong *yShapeInfo, void *z, Nd4jLong *zShapeInfo, void *extraArguments) { DISPATCH_BY_OPNUM_T(execTransform, PARAMS(state, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraArguments), RANDOM_OPS) } template void RandomFunction::execTransform(int opNum, Nd4jPointer state, void *z, Nd4jLong *zShapeInfo, void *extraArguments) { DISPATCH_BY_OPNUM_T(execTransform, PARAMS(state, z, zShapeInfo, extraArguments), RANDOM_OPS) } BUILD_SINGLE_TEMPLATE(template class ND4J_EXPORT RandomFunction, , FLOAT_TYPES); } }