// 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/crf_decoding_op.h" #include #include "lite/core/op_lite.h" #include "lite/core/op_registry.h" namespace paddle { namespace lite { namespace operators { bool CrfDecodingOpLite::CheckShape() const { CHECK_OR_FALSE(param_.emission); CHECK_OR_FALSE(param_.transition); CHECK_OR_FALSE(param_.viterbi_path); auto emission_dims = param_.emission->dims(); if (param_.length == nullptr) { CHECK_OR_FALSE(emission_dims.size() == 2); } else { CHECK_OR_FALSE(emission_dims.size() == 3); } CHECK_OR_FALSE(emission_dims[0] != 0); auto transition_dims = param_.transition->dims(); CHECK_OR_FALSE(transition_dims.size() == 2); CHECK_OR_FALSE(transition_dims[0] - 2 == transition_dims[1]); if ((emission_dims[emission_dims.size() - 1] > 0 && transition_dims[transition_dims.size() - 1] > 0)) { CHECK_OR_FALSE(emission_dims[emission_dims.size() - 1] == transition_dims[transition_dims.size() - 1]); } if (param_.label != nullptr) { auto label_dims = param_.label->dims(); if (param_.length != nullptr) { CHECK_OR_FALSE((label_dims.size() == 3UL && label_dims[2] == 1) || label_dims.size() == 2UL); } else { CHECK_OR_FALSE((label_dims.size() == 2UL && label_dims[1] == 1) || label_dims.size() == 1UL); } if (emission_dims[0] > 0 && label_dims[0] > 0) { CHECK_OR_FALSE(emission_dims[0] == label_dims[0]); } } return true; } bool CrfDecodingOpLite::InferShape() const { auto emission_dims = param_.emission->dims(); if (param_.length == nullptr) { param_.viterbi_path->Resize({emission_dims[0], 1}); } else { param_.viterbi_path->Resize({emission_dims[0], emission_dims[1]}); } param_.viterbi_path->set_lod(param_.emission->lod()); return true; } bool CrfDecodingOpLite::AttachImpl(const cpp::OpDesc &op_desc, lite::Scope *scope) { // inputs param_.emission = scope->FindVar(op_desc.Input("Emission").front()) ->GetMutable(); param_.transition = scope->FindVar(op_desc.Input("Transition").front()) ->GetMutable(); if (op_desc.HasInput("Label") && op_desc.Input("Label").size() > 0) { param_.label = scope->FindVar(op_desc.Input("Label").front()) ->GetMutable(); } if (op_desc.HasInput("Length") && op_desc.Input("Length").size() > 0) { param_.length = scope->FindVar(op_desc.Input("Length").front()) ->GetMutable(); } // outputs param_.viterbi_path = scope->FindVar(op_desc.Output("ViterbiPath").front()) ->GetMutable(); return true; } } // namespace operators } // namespace lite } // namespace paddle REGISTER_LITE_OP(crf_decoding, paddle::lite::operators::CrfDecodingOpLite);