// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://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. #include "lite/operators/im2sequence_op.h" #include "lite/core/op_registry.h" namespace paddle { namespace lite { namespace operators { inline int Im2SeqOutputSize( int input_size, int filter_size, int padding_0, int padding_1, int stride) { const int output_size = (input_size + padding_0 + padding_1 - filter_size) / stride + 1; return output_size; } bool Im2SequenceOp::CheckShape() const { return true; } bool Im2SequenceOp::InferShape() const { CHECK_OR_FALSE(param_.Out); // TODO(Superjomn) Enable data sharing. auto input_dims = param_.X->dims(); int img_num = input_dims[0]; int img_channels = input_dims[1]; int img_height = input_dims[2]; int img_width = input_dims[3]; auto kernels = param_.kernels; auto paddings = param_.paddings; auto strides = param_.strides; DDimLite out_dims( std::vector({1, img_channels * kernels[0] * kernels[1]})); int output_height = Im2SeqOutputSize( img_height, kernels[0], paddings[0], paddings[2], strides[0]); int output_width = Im2SeqOutputSize( img_width, kernels[1], paddings[1], paddings[3], strides[1]); out_dims[0] = img_num * output_height * output_width; param_.Out->Resize(out_dims); // share lod // param_.Out->set_lod(param_.X->lod()); return true; } bool Im2SequenceOp::AttachImpl(const cpp::OpDesc &opdesc, lite::Scope *scope) { param_.X = scope->FindVar(opdesc.Input("X").front())->GetMutable(); if (opdesc.Input("Y").size()) { param_.Y = scope->FindVar(opdesc.Input("Y").front())->GetMutable(); } param_.Out = scope->FindVar(opdesc.Output("Out").front())->GetMutable(); CHECK(param_.Out); param_.strides = opdesc.GetAttr>("strides"); param_.paddings = opdesc.GetAttr>("paddings"); param_.kernels = opdesc.GetAttr>("kernels"); param_.out_strides = opdesc.GetAttr>("out_stride"); return true; } } // namespace operators } // namespace lite } // namespace paddle REGISTER_LITE_OP(im2sequence, paddle::lite::operators::Im2SequenceOp);