/******************************************************************************* * 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 07.06.2018 // #include #if NOT_EXCLUDED(OP_mirror_pad) #include #include namespace nd4j { namespace ops { CUSTOM_OP_IMPL(mirror_pad, 2, 1, false, 0, 1) { auto input = INPUT_VARIABLE(0); auto paddings = INPUT_VARIABLE(1); auto output = OUTPUT_VARIABLE(0); const int mode = INT_ARG(0); // 0 - REFLECT, else - SYMMETRIC const int includeBorder = mode ? 0 : 1; if(input->rankOf() <= 1) { // when input is scalar or vector; REQUIRE_TRUE(paddings->lengthOf() == 2, 0, "MIRROR_PAD OP: the length of paddings array must be equal 2, when input array is vector or scalar, bot but got %i instead !", paddings->rankOf()); REQUIRE_TRUE( (paddings->e(0) <= (input->lengthOf() - includeBorder)) && (paddings->e(1) <= (input->lengthOf() - includeBorder)), 0, "MIRROR_PAD OP: wrong content of paddings array, its elements must be no grater then length of input array (being vector or scalar) for symmetric mode (or length-1 for reflect mode) !"); } else { REQUIRE_TRUE(paddings->rankOf() == 2, 0, "MIRROR_PAD OP: the rank of paddings array must be equal 2, but got %i instead !", paddings->rankOf()); REQUIRE_TRUE(paddings->sizeAt(0) == input->rankOf(), 0, "MIRROR_PAD OP: zero dimension of paddings array must be equal to input array rank, but got %i and %i correspondingly !", paddings->sizeAt(0), input->rankOf()); for(int i = 0; i < input->rankOf(); ++i) REQUIRE_TRUE( (paddings->e(i,0) <= (input->sizeAt(i) - includeBorder)) && (paddings->e(i,1) <= (input->sizeAt(i) - includeBorder)), 0, "MIRROR_PAD OP: wrong content of paddings array, its elements must be no grater then corresponding dimension of input array for symmetric mode (or dimension-1 for reflect mode) !"); } helpers::mirrorPad(block.launchContext(), *input, *paddings, *output, mode); return Status::OK(); } DECLARE_TYPES(mirror_pad) { getOpDescriptor()->setAllowedInputTypes(0, {ALL_FLOATS}); getOpDescriptor()->setAllowedInputTypes(1, {DataType::INT32, DataType::INT64}); // to conform with TF getOpDescriptor()->setAllowedOutputTypes(0, {ALL_FLOATS}); } DECLARE_SHAPE_FN(mirror_pad) { auto input = INPUT_VARIABLE(0); auto paddings = INPUT_VARIABLE(1); const int rank = input->rankOf() ? input->rankOf() : 1; // if scalar is input then vector is output const int includeBorder = static_cast(INT_ARG(0)) ? 0 : 1; if(rank == 1) { // when input is scalar or vector; REQUIRE_TRUE(paddings->lengthOf() == 2, 0, "MIRROR_PAD OP: the length of paddings array must be equal 2, when input array is vector or scalar, bot but got %i instead !", paddings->rankOf()); REQUIRE_TRUE( (paddings->e(0) <= (input->lengthOf() - includeBorder)) && (paddings->e(1) <= (input->lengthOf() - includeBorder)), 0, "MIRROR_PAD OP: wrong content of paddings array, its elements must be no grater then length of input array (being vector or scalar) for symmetric mode (or length-1 for reflect mode) !"); } else { REQUIRE_TRUE(paddings->rankOf() == 2, 0, "MIRROR_PAD OP: the rank of paddings array must be equal 2, but got %i instead !", paddings->rankOf()); REQUIRE_TRUE(paddings->sizeAt(0) == input->rankOf(), 0, "MIRROR_PAD OP: zero dimension of paddings array must be equal to input array rank, but got %i and %i correspondingly !", paddings->sizeAt(0), input->rankOf()); for(int i = 0; i < input->rankOf(); ++i) REQUIRE_TRUE( (paddings->e(i,0) <= (input->sizeAt(i) - includeBorder)) && (paddings->e(i,1) <= (input->sizeAt(i) - includeBorder)), 0, "MIRROR_PAD OP: wrong content of paddings array, its elements must be no grater then corresponding dimension of input array for symmetric mode (or dimension-1 for reflect mode) !"); } Nd4jLong* outShapeInfo(nullptr); if(rank == 1) { Nd4jLong len = input->lengthOf() + paddings->e(0) + paddings->e(1); outShapeInfo = ConstantShapeHelper::getInstance()->vectorShapeInfo(len, input->dataType()); } else { ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); outShapeInfo[0] = rank; for(int i = 0; i < rank; ++i) outShapeInfo[i+1] = input->sizeAt(i) + paddings->e(i,0) + paddings->e(i,1); ShapeUtils::updateStridesAndType(outShapeInfo, input->shapeInfo(), input->ordering()); outShapeInfo = CONSTANT(outShapeInfo); } return SHAPELIST(outShapeInfo); } } } #endif