/******************************************************************************* * 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 sgazeos@gmail.com // #include #if NOT_EXCLUDED(OP_top_k) //#include #include #include namespace nd4j { namespace ops { CUSTOM_OP_IMPL(top_k, 1, 2, false, 0, -1) { auto x = INPUT_VARIABLE(0); int k = 1;// from params bool needSort = true; auto values = OUTPUT_VARIABLE(0); auto indices = OUTPUT_VARIABLE(1); if (block.numB() == 1) needSort = B_ARG(0); if (block.width() == 1) { if (block.numI() > 0) { k = INT_ARG(0); } } else { k = INPUT_VARIABLE(1)->e(0); } REQUIRE_TRUE(k <= x->sizeAt(-1), 0, "top_k: k should not be greater than last dimension"); REQUIRE_TRUE(k > 0, 0, "top_k: k should be positive, but %i given.", k); int res = helpers::topKFunctor(block.launchContext(), x, values, indices, k, needSort); return res; } DECLARE_SHAPE_FN(top_k) { auto shapeList = SHAPELIST(); auto in = inputShape->at(0); int shapeRank = shape::rank(in); int k = 1; // default output shape is size 1 if (block.width() == 2) { k = INPUT_VARIABLE(1)->e(0); } else if (block.numI() > 0) { k = INT_ARG(0); } REQUIRE_TRUE(k > 0, 0, "top_k: k should be positive, but %i given.", k); for (int e = 0; e < 2; e++) { // 2 element tuple at output Nd4jLong* aShape; ALLOCATE(aShape, block.getWorkspace(), shape::shapeInfoLength(shapeRank), Nd4jLong); aShape[0] = shapeRank; for (int i = 1 ; i < shapeRank; ++i) aShape[i] = shape::sizeAt(in, i - 1); aShape[shapeRank] = k; shape::updateStrides(aShape, shape::order(in)); shapeList->push_back(ConstantShapeHelper::getInstance()->createShapeInfo(ShapeDescriptor(aShape, (e == 0?ArrayOptions::dataType(in):nd4j::DataType::INT64)))); RELEASE(aShape, block.getWorkspace()); } return shapeList; } DECLARE_TYPES(top_k) { getOpDescriptor() ->setAllowedInputTypes(nd4j::DataType::ANY) ->setAllowedOutputTypes(0, nd4j::DataType::ANY) ->setAllowedOutputTypes(1, {ALL_INTS}); } } } #endif