/******************************************************************************* * 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 Shyrma Yurii (iuriish@yahoo.com), created on 23.01.2018 // #include #if NOT_EXCLUDED(OP_gather_nd) #include #include #include namespace nd4j { namespace ops { ////////////////////////////////////////////////////////////////////////// CUSTOM_OP_IMPL(gather_nd, 2, 1, false, 0, 0) { auto input = INPUT_VARIABLE(0); auto indices = INPUT_VARIABLE(1); auto output = OUTPUT_VARIABLE(0); const bool checkIndices = block.getBArguments()->empty() ? false : B_ARG(0); const int rankIn = input->rankOf(); const int rankInd = indices->rankOf(); REQUIRE_TRUE(rankInd > 0, 0, "GATHER_ND op: array of indexes can't be single scalar, the requirement is: rank > 0, but got rank = %i instead!", rankInd); int lastIndDim = indices->sizeAt(-1); REQUIRE_TRUE(lastIndDim <= rankIn, 0, "GATHER_ND op: the last dimension of indices array must be <= rank of input array but got %i and %i correspondingly!", lastIndDim, rankIn); if(checkIndices) { const Nd4jLong numOfBadIndx = helpers::checkIndices(block.launchContext(), *indices, *input); REQUIRE_TRUE(numOfBadIndx == 0, 0, "GATHER_ND OP: please check elements of indices-array, total number of wrong elements is %lld!", numOfBadIndx); } helpers::gatherND(block.launchContext(), *input, *indices, *output); return Status::OK(); } DECLARE_TYPES(gather_nd) { getOpDescriptor() ->setAllowedInputTypes(0, {ALL_INTS, ALL_FLOATS}) ->setAllowedInputTypes(1, {ALL_INTS}) ->setAllowedOutputTypes({ALL_INTS, ALL_FLOATS}); } DECLARE_SHAPE_FN(gather_nd) { auto inShapeInfoIn = inputShape->at(0); auto inShapeInfoInd = inputShape->at(1); const int rankIn = inShapeInfoIn[0]; const int rankInd = inShapeInfoInd[0]; REQUIRE_TRUE(rankInd > 0, 0, "GATHER_ND op: array of indexes can't be single scalar, the requirement is: rank > 0, but got rank = %i instead!", rankInd); const int lastIndDim = inShapeInfoInd[rankInd]; REQUIRE_TRUE(lastIndDim <= rankIn, 0, "GATHER_ND op: the last dimension of indices array must be <= rank of input array but got %i and %i correspondingly!", lastIndDim, rankIn); int outRank = (rankInd - 1) + (rankIn - lastIndDim); Nd4jLong* outShapeInfo = nullptr; ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(outRank), Nd4jLong); outShapeInfo[0] = outRank; for(int i = 1; i <= rankInd-1; ++i) outShapeInfo[i] = inShapeInfoInd[i]; for(int i = 0; i < rankIn-lastIndDim; ++i) outShapeInfo[rankInd + i] = inShapeInfoIn[lastIndDim + i + 1]; ShapeUtils::updateStridesAndType(outShapeInfo, inShapeInfoIn, 'c'); //ArrayOptions::setDataType(outShapeInfo, ArrayOptions::dataType(inShapeInfoIn)); return SHAPELIST(CONSTANT(outShapeInfo)); } } } #endif