/* ****************************************************************************** * * * 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. * * See the NOTICE file distributed with this work for additional * information regarding copyright ownership. * 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 01.11.2017. // #include #if NOT_EXCLUDED(OP_stack) #include #include namespace sd { namespace ops { CUSTOM_OP_IMPL(stack, -1, 1, false, 0, 0) { auto input = INPUT_VARIABLE(0); auto output = OUTPUT_VARIABLE(0); int dim = block.getIArguments()->size() > 0 ? INT_ARG(0) : 0; if (dim < 0) dim += input->rankOf() + 1; // no-op in case of empty output array if (output->isEmpty()) return Status::OK; // input validation // check whether shapes of all input array are the same for (size_t i = 0; i < block.width() - 1; ++i) REQUIRE_TRUE(shape::equalsSoft((INPUT_VARIABLE(i))->shapeInfo(), (INPUT_VARIABLE(i + 1))->shapeInfo()), 0, "STACK op: the shapes of all input arrays must be the same !"); REQUIRE_TRUE( dim <= input->rankOf(), 0, "STACK op: the input dimension parameter must be <= rank of input arrays shapes (rank=%i), but got %i instead !", input->shapeOf(), dim); std::vector inArrs(block.width()); for (size_t i = 0; i < block.width(); ++i) inArrs[i] = INPUT_VARIABLE(i); //empty arrays are a no op if(block.width() >= 1 && !inArrs[0]->isEmpty()) helpers::stack(block.launchContext(), inArrs, *output, dim); return Status::OK; } DECLARE_SYN(pack, stack); DECLARE_SYN(Pack, stack); DECLARE_TYPES(stack) { getOpDescriptor()->setAllowedInputTypes(ANY)->setAllowedOutputTypes(ANY); } DECLARE_SHAPE_FN(stack) { // check whether input dimension is within rank range auto inShapeInfo = inputShape->at(0); int rank = shape::rank(inShapeInfo); int dim = block.getIArguments()->size() > 0 ? INT_ARG(0) : 0; if (dim < 0) dim += rank + 1; REQUIRE_TRUE( dim <= inShapeInfo[0], 0, "STACK op: the input dimension parameter must be <= rank of input arrays shapes (rank=%i), but got %i instead !", inShapeInfo[0], dim); // the rank of output ShapeInfo is larger by one compared to input ShapeInfo std::vector outShape(inShapeInfo + 1, inShapeInfo + 1 + rank); // insert (int) block.width() at dim position of input shape to get output shape outShape.insert(outShape.begin() + LongType(dim), (LongType)block.width()); auto ret = SHAPELIST(ConstantShapeHelper::getInstance().bufferForShapeInfo(ArrayOptions::dataType(inShapeInfo), shape::order(inShapeInfo), outShape)->primary()); return ret; } } // namespace ops } // namespace sd #endif