/******************************************************************************* * 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 ******************************************************************************/ // // Created by GS at 3/30/2018 // #include #include namespace nd4j { namespace ops { CUSTOM_OP_IMPL(nth_element, 2, 1, false, 0, 0) { auto input = INPUT_VARIABLE(0); auto n = INPUT_VARIABLE(1); bool reverse = false; if (block.getIArguments()->size() > 0) reverse = (bool)INT_ARG(0); auto output = OUTPUT_VARIABLE(0); Nd4jLong lastDim = input->sizeAt(-1); int nVal = n->e(0); REQUIRE_TRUE(nVal < lastDim && nVal >= 0, 0, "nth_element: n should be non-negative and less than last dimension size (%lld), but %i was given.", lastDim, n); REQUIRE_TRUE(input->rankOf() > 0, 0, "nth_element: The rank of input array should be at least 1, but %i is given", input->rankOf()); // if (output->lengthOf() == input->lengthOf()) output->assign(input); else { // if (!input->isVector() && reverse) // n->assign(lastDim - n->e(0) - 1); helpers::nthElementFunctor(block.launchContext(), input, n, output, reverse); } return ND4J_STATUS_OK; } DECLARE_SHAPE_FN(nth_element) { auto in = inputShape->at(0); int outRank = shape::rank(in) - 1; Nd4jLong *outputShape = nullptr; if (outRank > 1) { ALLOCATE(outputShape, block.getWorkspace(), shape::shapeInfoLength(outRank), Nd4jLong); outputShape[0] = outRank; for (Nd4jLong e = 0; e < outRank; e++) outputShape[e + 1] = in[e + 1]; ShapeUtils::updateStridesAndType(outputShape, in, shape::order(in)); outputShape = CONSTANT(outputShape); } else if (outRank == 1) { outputShape = ConstantShapeHelper::getInstance()->vectorShapeInfo(shape::sizeAt(in, 0), ArrayOptions::dataType(in)); } else { //outputShape = shape::createScalarShapeInfo(); outputShape = ConstantShapeHelper::getInstance()->scalarShapeInfo(ArrayOptions::dataType(in)); } return SHAPELIST(outputShape); } DECLARE_TYPES(nth_element) { getOpDescriptor() ->setAllowedInputTypes(nd4j::DataType::ANY) ->setAllowedOutputTypes(nd4j::DataType::ANY); } } }