/******************************************************************************* * 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 31.03.2018 // #include #include namespace nd4j { namespace ops { ////////////////////////////////////////////////////////////////////////// CUSTOM_OP_IMPL(triu, 1, 1, false, 0, 0) { auto input = INPUT_VARIABLE(0); auto output = OUTPUT_VARIABLE(0); REQUIRE_TRUE(input->rankOf() > 0, 0, "TRIU OP: the rank of input array must be > 0, but got %i instead !", input->rankOf()); const int diag = block.getIArguments()->size() > 0 ? INT_ARG(0) : 0; BUILD_SINGLE_SELECTOR(input->dataType(), input->fillAsTriangular, (0, diag, 0, 'l', output), LIBND4J_TYPES); return Status::OK(); } DECLARE_TYPES(triu) { getOpDescriptor()->setAllowedInputTypes(0, {ALL_FLOATS}) ->setAllowedOutputTypes(0, {ALL_FLOATS}); } DECLARE_SHAPE_FN(triu) { auto inShapeInfo = inputShape->at(0); REQUIRE_TRUE(inShapeInfo[0] > 0, 0, "TRIU OP: the rank of input array must be > 0, but got %i instead !", inShapeInfo[0]); int rank = (inShapeInfo[0] == 1) ? 2 : inShapeInfo[0]; Nd4jLong *outShapeInfo = nullptr; ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); memcpy(outShapeInfo, inShapeInfo, (1 + rank) * sizeof(Nd4jLong)); // copy rank and dimensions values only if(inShapeInfo[0] == 1) { outShapeInfo[0] = rank; outShapeInfo[1] = inShapeInfo[1]; outShapeInfo[2] = inShapeInfo[1]; } ShapeUtils::updateStridesAndType(outShapeInfo, inShapeInfo, shape::order(inShapeInfo)); return SHAPELIST(CONSTANT(outShapeInfo)); } ////////////////////////////////////////////////////////////////////////// CUSTOM_OP_IMPL(triu_bp, 2, 1, false, 0, 0) { auto input = INPUT_VARIABLE(0); auto gradO = INPUT_VARIABLE(1); // dLoss/dO auto gradI = OUTPUT_VARIABLE(0); // dLoss/dI REQUIRE_TRUE(input->rankOf() > 0, 0, "TRIU_BP OP: the rank of input array must be > 0, but got %i instead !", input->rankOf()); const int diag = block.getIArguments()->size() > 0 ? INT_ARG(0) : 0; helpers::triuBP(block.launchContext(), *input, *gradO, *gradI, diag); return Status::OK(); } DECLARE_TYPES(triu_bp) { getOpDescriptor()->setAllowedInputTypes(0, {ALL_FLOATS}) ->setAllowedInputTypes(1, {ALL_FLOATS}) ->setAllowedOutputTypes(0, {ALL_FLOATS}); } DECLARE_SHAPE_FN(triu_bp) { auto gradOShapeInfo = inputShape->at(1); int rank = gradOShapeInfo[0]; Nd4jLong* outShapeInfo = nullptr; ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); memcpy(outShapeInfo, gradOShapeInfo, (1 + rank) * sizeof(Nd4jLong)); // copy rank and dimensions values only auto in = inputShape->at(0); ShapeUtils::updateStridesAndType(outShapeInfo, in, shape::order(in)); return SHAPELIST(CONSTANT(outShapeInfo)); } } }