/******************************************************************************* * 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 Created by raver119 on 24.11.17. // @author Yurii Shyrma (iuriish@yahoo.com) // #include #if NOT_EXCLUDED(OP_scatter_mul) #include #include namespace nd4j { namespace ops { OP_IMPL(scatter_mul, 3, 1, true) { auto input = INPUT_VARIABLE(0); auto indices = INPUT_VARIABLE(1); auto updates = INPUT_VARIABLE(2); auto output = OUTPUT_VARIABLE(0); const bool lock = block.getBArguments()->empty() ? false : B_ARG(0); const bool checkIndices = block.getBArguments()->size() <= 1 ? false : B_ARG(1); const int inRank = input->rankOf(); const int indRank = indices->rankOf(); const int updRank = updates->rankOf(); if (!block.isInplace()) output->assign(input); REQUIRE_TRUE(inRank > 0, 0, "SCATTER_MUL OP: input should not be scalar !"); if(inRank == 1) { REQUIRE_TRUE(indices->isSameShape(updates), 0, "SCATTER_MUL OP: when input array has rank = 1 then indices and updates must have the same shapes, but got %s and %s correspondingly !", ShapeUtils::shapeAsString(indices).c_str(), ShapeUtils::shapeAsString(updates).c_str()); } else if (inRank == updRank && indices->isVector()) { std::vector updShape = updates->getShapeAsVector(); std::vector inShape = input->getShapeAsVector(); std::vector expectedUpdShape = {indices->lengthOf()}; expectedUpdShape.insert(expectedUpdShape.end(), inShape.begin()+1, inShape.end()); REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MUL OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str()); } else { REQUIRE_TRUE(updRank == indRank + inRank - 1, 0, "SCATTER_MUL OP: wrong rank of updates array, expected is %i, but got %i instead !", indRank + inRank - 1 , updRank); std::vector updShape = updates->getShapeAsVector(); std::vector inShape = input->getShapeAsVector(); std::vector expectedUpdShape = indices->getShapeAsVector(); expectedUpdShape.insert(expectedUpdShape.end(), inShape.begin()+1, inShape.end()); REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MUL OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str()); } if (!indices->isEmpty()) { if(checkIndices) { const Nd4jLong numOfBadIndx = helpers::checkIndices(block.launchContext(), *indices, *output, 0); REQUIRE_TRUE(numOfBadIndx == 0, 0, "SCATTER_MUL OP: please check elements of indices-array, total number of wrong elements is %lld!", numOfBadIndx); } helpers::scatter(block.launchContext(), pairwise::Multiply, *indices, *updates, *output, lock); } return Status::OK(); } DECLARE_SYN(ScatterMul, scatter_mul); DECLARE_TYPES(scatter_mul) { getOpDescriptor() ->setAllowedInputTypes(0, {ALL_INTS, ALL_FLOATS}) ->setAllowedInputTypes(1, {ALL_INTS}) ->setAllowedInputTypes(2, {ALL_INTS, ALL_FLOATS}) ->setAllowedOutputTypes({ALL_INTS, ALL_FLOATS}); } } } #endif