/******************************************************************************* * 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 20.04.2018 // #include #include #include namespace sd { namespace ops { namespace helpers { ////////////////////////////////////////////////////////////////////////// template static void tileBP_(const NDArray& gradO /*input*/, NDArray& gradI /*output*/, const std::vector reps) { T* gradIBuff = reinterpret_cast(gradI.buffer()); auto gradOBuff = reinterpret_cast(gradO.buffer()); const Nd4jLong gradILen = gradI.lengthOf(); const Nd4jLong gradOLen = gradO.lengthOf(); // gradOLen >= gradILen const Nd4jLong gradIEWS = sd::math::nd4j_abs(gradI.ews()); const Nd4jLong gradOEWS = gradO.ews(); // initial zeroing of gradI content if(gradIEWS == 1) memset(gradIBuff, 0, gradILen * sizeof(T)); else { //PRAGMA_OMP_PARALLEL_FOR_SIMD for (Nd4jLong i = 0; i < gradILen * gradIEWS; i += gradIEWS) gradIBuff[i] = static_cast(0.f); } if(gradO.ordering() == 'c' && gradOEWS == 1) { //PRAGMA_OMP_PARALLEL_FOR_SIMD for(Nd4jLong i=0; i(idx) + gradOBuff[i]); } } else if(gradO.ordering() == 'c' && gradOEWS > 1) { //PRAGMA_OMP_PARALLEL_FOR_SIMD for(Nd4jLong i=0; i(idx) + gradOBuff[i * gradOEWS]); } } else { //PRAGMA_OMP_PARALLEL_FOR_SIMD for(Nd4jLong i=0; i(fidx) + gradOBuff[shape::getIndexOffset(i, gradO.shapeInfo())]); } } } void tileBP(sd::LaunchContext * context, const NDArray& gradO /*input*/, NDArray& gradI /*output*/, const std::vector reps) { BUILD_SINGLE_SELECTOR(gradI.dataType(), tileBP_, (gradO, gradI, reps), FLOAT_TYPES); } BUILD_SINGLE_TEMPLATE(template void tileBP_, (const NDArray& gradO /*input*/, NDArray& gradI /*output*/, const std::vector reps), FLOAT_TYPES); } } }