// 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 #include #include "paddle/fluid/lite/core/op_lite.h" #include "paddle/fluid/lite/core/op_registry.h" namespace paddle { namespace lite { namespace operators { class DropoutOpLite : public OpLite { public: explicit DropoutOpLite(const std::string& type) : OpLite(type) {} bool CheckShape() const override { CHECK_OR_FALSE(param_.x); return true; } bool InferShape() const override { const auto x_dims = param_.x->dims(); param_.output->Resize(x_dims); if (param_.is_test == false) { param_.mask->Resize(x_dims); } // share LoD // param_.output->set_lod(param_.input->lod()); return true; } void AttachKernel(KernelBase* kernel) override { kernel->SetParam(param_); } // TODO(Superjomn) replace framework::OpDesc with a lite one. bool AttachImpl(const cpp::OpDesc& op_desc, lite::Scope* scope) override { auto input = op_desc.Input("X").front(); auto out = op_desc.Output("Out").front(); auto Mask = op_desc.Output("Mask").front(); param_.x = GetVar(scope, input); param_.output = GetMutableVar(scope, out); param_.mask = GetMutableVar(scope, Mask); param_.dropout_prob = op_desc.GetAttr("dropout_prob"); param_.is_test = true; // TODO(sangoly): `is_test` has different attr type in x86 and arm, set // `true` now. // if (op_desc.HasAttr("is_test")) { // param_.is_test = op_desc.GetAttr("is_test"); // } param_.fix_seed = op_desc.GetAttr("fix_seed"); param_.seed = op_desc.GetAttr("seed"); param_.dropout_implementation = op_desc.GetAttr("dropout_implementation"); return true; } std::string DebugString() const override { return "dropout"; } private: mutable DropoutParam param_; }; } // namespace operators } // namespace lite } // namespace paddle REGISTER_LITE_OP(dropout, paddle::lite::operators::DropoutOpLite);