/******************************************************************************* * Copyright (c) 2019-2020 Konduit K.K. * * 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 ******************************************************************************/ // // Created by GS at 12/20/2019 // #include #include #include #if NOT_EXCLUDED(OP_qr) namespace sd { namespace ops { CUSTOM_OP_IMPL(qr, 1, 2, false, 0, 0) { auto input = INPUT_VARIABLE(0); auto outputQ = OUTPUT_VARIABLE(0); auto outputR = OUTPUT_VARIABLE(1); auto fullMatricies = false; if (block.getBArguments()->size()) fullMatricies = B_ARG(0); REQUIRE_TRUE(input->rankOf() >=2, 0, "qr: The rank of input array should not be less than 2, but %i is given", input->rankOf()); REQUIRE_TRUE((fullMatricies && outputQ->sizeAt(-1) == input->sizeAt(-2)) || (!fullMatricies && outputQ->isSameShape(input)), 0, "qr: The last dimmensions should be equal to result Q, but %i and %i are given", outputQ->sizeAt(-1), input->sizeAt(-2)); REQUIRE_TRUE((fullMatricies && outputR->sizeAt(-1) == input->sizeAt(-1)) || (!fullMatricies && outputR->sizeAt(-1) == outputR->sizeAt(-2)), 0, "qr: The last dimmensions should be equal to result R, but %i and %i are given", outputR->sizeAt(-1), input->sizeAt(-1)); if (!input->isEmpty() && !outputQ->isEmpty() && !outputR->isEmpty()) helpers::qr(block.launchContext(), input, outputQ, outputR, fullMatricies); return Status::OK(); } DECLARE_SHAPE_FN(qr) { auto inShape = inputShape->at(0); Nd4jLong const* shapeQ; Nd4jLong const* shapeR; int targetRank = shape::rank(inShape); // last two dimensions will be reduced to scalar auto fullMatricies = false; if (block.getBArguments()->size()) fullMatricies = B_ARG(0); auto shape = ShapeUtils::shapeAsVector(inShape); if (!fullMatricies) { // outputs are: Q is MxN and R is NxN shape[targetRank - 1] = shape::sizeAt(inShape, -1); shape[targetRank - 2] = shape[targetRank - 1]; shapeQ = ConstantShapeHelper::getInstance()->createShapeInfo(ArrayOptions::dataType(inShape), shape::order(inShape), targetRank, shape::shapeOf(inShape)); shapeR = ConstantShapeHelper::getInstance()->createShapeInfo(ArrayOptions::dataType(inShape), shape::order(inShape), shape); } else {// otherwise outputs are Q is MxM and R is MxN with zero filled rows shape[targetRank - 1] = shape::sizeAt(inShape, -2); shape[targetRank - 2] = shape[targetRank - 1]; shapeR = ConstantShapeHelper::getInstance()->createShapeInfo(ArrayOptions::dataType(inShape), shape::order(inShape), targetRank, shape::shapeOf(inShape)); shapeQ = ConstantShapeHelper::getInstance()->createShapeInfo(ArrayOptions::dataType(inShape), shape::order(inShape), shape); } return SHAPELIST(shapeQ, shapeR); } DECLARE_TYPES(qr) { getOpDescriptor() ->setAllowedInputTypes({ALL_FLOATS}) ->setAllowedOutputTypes({ALL_FLOATS}); } } } #endif