/******************************************************************************* * 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 #include #include #include using namespace simdOps; namespace functions { namespace broadcast { template void Broadcast::execInverse(const int opNum, void *x, Nd4jLong *xShapeInfo, void *y, Nd4jLong *yShapeInfo, void *z, Nd4jLong *zShapeInfo, int *dimension, int dimensionLength, Nd4jLong *xTadShapeInfo, Nd4jLong *xTadOffset, Nd4jLong *zTadShapeInfo, Nd4jLong *zTadOffset, uint64_t start, uint64_t stop) { DISPATCH_BY_OPNUM_TTT(execInverse, PARAMS(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, dimension, dimensionLength, xTadShapeInfo, xTadOffset, zTadShapeInfo, zTadOffset, start, stop), BROADCAST_OPS); } template void Broadcast::exec(const int opNum, void *x, Nd4jLong *xShapeInfo, void *y, Nd4jLong *yShapeInfo, void *z, Nd4jLong *zShapeInfo, int *dimension, int dimensionLength, Nd4jLong *xTadShapeInfo, Nd4jLong *xTadOffset, Nd4jLong *zTadShapeInfo, Nd4jLong *zTadOffset, uint64_t start, uint64_t stop) { DISPATCH_BY_OPNUM_TTT(exec, PARAMS(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, dimension, dimensionLength, xTadShapeInfo, xTadOffset, zTadShapeInfo, zTadOffset, start, stop), BROADCAST_OPS); } template template void Broadcast::exec(void *vx, Nd4jLong *xShapeInfo, void *vy, Nd4jLong *yShapeInfo, void *vz, Nd4jLong *zShapeInfo, int *dimension, int dimensionLength, Nd4jLong *xTadShapeInfo, Nd4jLong *xTadOffset, Nd4jLong *zTadShapeInfo, Nd4jLong *zTadOffset, uint64_t start, uint64_t stop) { auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); //decompose in to several sub tads after //moving all dimensions (in sorted order) //to the back. //permuted version of the x shape info for setting up the tad problem auto xTadShapeShapeInfo = xTadShapeInfo; auto tadOffsets = xTadOffset; if (xTadShapeInfo == nullptr || tadOffsets == nullptr) { auto tadPack = nd4j::ConstantTadHelper::getInstance()->tadForDimensions(xShapeInfo, dimension, dimensionLength); xTadShapeShapeInfo = tadPack.primaryShapeInfo(); tadOffsets = tadPack.primaryOffsets(); } //int *resultStride = shape::stride(xTadShapeShapeInfo); unsigned int tadLength = shape::length(xTadShapeShapeInfo);//shape::length(xTadShapeShapeInfo); unsigned int tads = shape::length(xShapeInfo) / tadLength; if (zTadShapeInfo == nullptr) { zTadShapeInfo = xTadShapeShapeInfo; zTadOffset = tadOffsets; } auto lenZ = shape::length(zTadShapeInfo); auto lenY = shape::length(yShapeInfo); auto xEws = shape::elementWiseStride(xTadShapeShapeInfo); auto yEws = shape::elementWiseStride(yShapeInfo); auto zEws = shape::elementWiseStride(zTadShapeInfo); const nd4j::LoopKind::Kind kindOfLoop = nd4j::LoopKind::deduceKindOfLoopXYZ(xTadShapeShapeInfo, yShapeInfo, zTadShapeInfo); if (kindOfLoop == nd4j::LoopKind::EWS1) { for (auto i = start; i < stop; i++) { auto oX = x + tadOffsets[i]; auto oZ = z + zTadOffset[i]; PRAGMA_OMP_SIMD for (unsigned int f = 0; f < tadLength; f++) oZ[f] = OpType::op(oX[f], y[f]); } } else if(kindOfLoop == nd4j::LoopKind::EWSNONZERO){ for (auto i = start; i < stop; i++) { auto oX = x + tadOffsets[i]; auto oZ = z + zTadOffset[i]; PRAGMA_OMP_SIMD for (unsigned int f = 0; f < tadLength; f++) oZ[f * zEws] = OpType::op(oX[f * xEws], y[f * yEws]); } } else if(shape::haveSameShapeAndStrides(xTadShapeShapeInfo, yShapeInfo) && shape::haveSameShapeAndStrides(xTadShapeShapeInfo, zTadShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xTadShapeShapeInfo, tadShapeShapeInfoCast); for (auto i = start; i < stop; i++) { auto oX = x + tadOffsets[i]; auto oZ = z + zTadOffset[i]; PRAGMA_OMP_SIMD for (unsigned int f = 0; f < tadLength; f++) { auto offset = shape::indexOffset(f, xTadShapeShapeInfo, tadShapeShapeInfoCast, canCastX); oZ[offset] = OpType::op(oX[offset], y[offset]); } } } else if(shape::haveSameShapeAndStrides(xTadShapeShapeInfo, yShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; uint tadShapeInfoZCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xTadShapeShapeInfo, tadShapeShapeInfoCast); bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zTadShapeInfo, tadShapeInfoZCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oX = x + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto offset = shape::indexOffset(f, xTadShapeShapeInfo, tadShapeShapeInfoCast, canCastX); auto zOffset = shape::indexOffset(f, zTadShapeInfo, tadShapeInfoZCast, canCastZ); oZ[zOffset] = OpType::op(oX[offset], y[offset]); } } } else if(shape::haveSameShapeAndStrides(xTadShapeShapeInfo, zTadShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; uint yShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xTadShapeShapeInfo, tadShapeShapeInfoCast); bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yShapeInfo, yShapeInfoCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oX = x + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto offset = shape::indexOffset(f, xTadShapeShapeInfo, tadShapeShapeInfoCast, canCastX); auto yOffset = shape::indexOffset(f, yShapeInfo, yShapeInfoCast, canCastY); oZ[offset] = OpType::op(oX[offset], y[yOffset]); } } } else if(shape::haveSameShapeAndStrides(yShapeInfo, zTadShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; uint yShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xTadShapeShapeInfo, tadShapeShapeInfoCast); bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yShapeInfo, yShapeInfoCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oX = x + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto xOffset = shape::indexOffset(f, xTadShapeShapeInfo, tadShapeShapeInfoCast, canCastX); auto offset = shape::indexOffset(f, yShapeInfo, yShapeInfoCast, canCastY); oZ[offset] = OpType::op(oX[xOffset], y[offset]); } } } else { uint tadShapeShapeInfoCast[MAX_RANK]; uint tadShapeInfoZCast[MAX_RANK]; uint yShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xTadShapeShapeInfo, tadShapeShapeInfoCast); bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yShapeInfo, yShapeInfoCast); bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zTadShapeInfo, tadShapeInfoZCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oX = x + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto xOffset = shape::indexOffset(f, xTadShapeShapeInfo, tadShapeShapeInfoCast, canCastX); auto yOffset = shape::indexOffset(f, yShapeInfo, yShapeInfoCast, canCastY); auto zOffset = shape::indexOffset(f, zTadShapeInfo, tadShapeInfoZCast, canCastZ); oZ[zOffset] = OpType::op(oX[xOffset], y[yOffset]); } } } } template template void Broadcast::execInverse(void *vx, Nd4jLong *xShapeInfo, void *vy, Nd4jLong *yShapeInfo, void *vz, Nd4jLong *zShapeInfo, int *dimension, int dimensionLength, Nd4jLong *yTadShapeInfo, Nd4jLong *yTadOffset, Nd4jLong *zTadShapeInfo, Nd4jLong *zTadOffset, uint64_t start, uint64_t stop) { auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); //decompose in to several sub tads after //moving all dimensions (in sorted order) //to the back. //permuted version of the x shape info for setting up the tad problem auto yTadShapeShapeInfo = yTadShapeInfo; auto tadOffsets = yTadOffset; if (yTadShapeInfo == nullptr || tadOffsets == nullptr) { auto tadPack = nd4j::ConstantTadHelper::getInstance()->tadForDimensions(yShapeInfo, dimension, dimensionLength); yTadShapeShapeInfo = tadPack.primaryShapeInfo(); tadOffsets = tadPack.primaryOffsets(); } //int *resultStride = shape::stride(yTadShapeShapeInfo); unsigned int tadLength = shape::length(yTadShapeShapeInfo); unsigned int tads = shape::length(yShapeInfo) / tadLength; if (zTadShapeInfo == nullptr) { zTadShapeInfo = yTadShapeShapeInfo; zTadOffset = tadOffsets; } auto lenZ = shape::length(zTadShapeInfo); auto lenX = shape::length(xShapeInfo); int tadsPerThread = tads / TAD_THRESHOLD; int threads = nd4j::math::nd4j_max(1, tadsPerThread); threads = nd4j::math::nd4j_min(threads, nd4j::Environment::getInstance()->maxThreads()); auto yEws = shape::elementWiseStride(yTadShapeShapeInfo); auto xEws = shape::elementWiseStride(xShapeInfo); auto zEws = shape::elementWiseStride(zTadShapeInfo); const nd4j::LoopKind::Kind kindOfLoop = nd4j::LoopKind::deduceKindOfLoopXYZ(yTadShapeShapeInfo, xShapeInfo, zTadShapeInfo); if(kindOfLoop == nd4j::LoopKind::EWS1) { for (auto i = start; i < stop; i++) { auto oY = y + tadOffsets[i]; auto oZ = z + zTadOffset[i]; PRAGMA_OMP_SIMD for (unsigned int f = 0; f < tadLength; f++) oZ[f] = OpType::op(x[f], oY[f]); } } else if(kindOfLoop == nd4j::LoopKind::EWSNONZERO) { for (auto i = start; i < stop; i++) { auto oY = y + tadOffsets[i]; auto oZ = z + zTadOffset[i]; PRAGMA_OMP_SIMD for (unsigned int f = 0; f < tadLength; f++) oZ[f * zEws] = OpType::op(x[f * xEws], oY[f * yEws]); }; } else if(shape::haveSameShapeAndStrides(yTadShapeShapeInfo, xShapeInfo) && shape::haveSameShapeAndStrides(yTadShapeShapeInfo, zTadShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yTadShapeShapeInfo, tadShapeShapeInfoCast); for (auto i = start; i < stop; i++) { auto oY = x + tadOffsets[i]; auto oZ = z + zTadOffset[i]; PRAGMA_OMP_SIMD for (unsigned int f = 0; f < tadLength; f++) { auto offset = shape::indexOffset(f, yTadShapeShapeInfo, tadShapeShapeInfoCast, canCastY); oZ[offset] = OpType::op(x[offset], oY[offset]); } }; } else if(shape::haveSameShapeAndStrides(yTadShapeShapeInfo, xShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; uint tadShapeInfoZCast[MAX_RANK]; bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yTadShapeShapeInfo, tadShapeShapeInfoCast); bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zTadShapeInfo, tadShapeInfoZCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oY = y + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto offset = shape::indexOffset(f, yTadShapeShapeInfo, tadShapeShapeInfoCast, canCastY); auto zOffset = shape::indexOffset(f, zTadShapeInfo, tadShapeInfoZCast, canCastZ); oZ[zOffset] = OpType::op(x[offset], oY[offset]); } }; } else if(shape::haveSameShapeAndStrides(yTadShapeShapeInfo, zTadShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; uint xShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yTadShapeShapeInfo, tadShapeShapeInfoCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oY = y + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto offset = shape::indexOffset(f, yTadShapeShapeInfo, tadShapeShapeInfoCast, canCastY); auto xOffset = shape::indexOffset(f, yShapeInfo, xShapeInfoCast, canCastX); oZ[offset] = OpType::op(x[xOffset], oY[offset]); } }; } else if(shape::haveSameShapeAndStrides(xShapeInfo, zTadShapeInfo)) { uint tadShapeShapeInfoCast[MAX_RANK]; uint xShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yTadShapeShapeInfo, tadShapeShapeInfoCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oY = y + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto yOffset = shape::indexOffset(f, yTadShapeShapeInfo, tadShapeShapeInfoCast, canCastY); auto offset = shape::indexOffset(f, xShapeInfo, xShapeInfoCast, canCastX); oZ[offset] = OpType::op(x[offset], oY[yOffset]); } }; } else { uint tadShapeShapeInfoCast[MAX_RANK]; uint tadShapeInfoZCast[MAX_RANK]; uint xShapeInfoCast[MAX_RANK]; bool canCastX = nd4j::DataTypeUtils::castShapeInfo(xShapeInfo, xShapeInfoCast); bool canCastY = nd4j::DataTypeUtils::castShapeInfo(yTadShapeShapeInfo, tadShapeShapeInfoCast); bool canCastZ = nd4j::DataTypeUtils::castShapeInfo(zTadShapeInfo, tadShapeInfoZCast); for (auto i = start; i < stop; i++) { auto oZ = z + zTadOffset[i]; auto oY = y + tadOffsets[i]; PRAGMA_OMP_SIMD for (int f = 0; f < tadLength; f++) { auto xOffset = shape::indexOffset(f, xShapeInfo, xShapeInfoCast, canCastX); auto yOffset = shape::indexOffset(f, yTadShapeShapeInfo, tadShapeShapeInfoCast, canCastY); auto zOffset = shape::indexOffset(f, zTadShapeInfo, tadShapeInfoZCast, canCastZ); oZ[zOffset] = OpType::op(x[xOffset], oY[yOffset]); } }; } } } }