// Copyright (c) 2018 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 "paddle/fluid/operators/reduce_ops/reduce_prod_op.h" #include "paddle/fluid/prim/api/composite_backward/composite_backward_api.h" #include "paddle/fluid/prim/utils/static/composite_grad_desc_maker.h" #include "paddle/fluid/prim/utils/static/desc_tensor.h" #include "paddle/fluid/framework/infershape_utils.h" #include "paddle/phi/core/infermeta_utils.h" #include "paddle/phi/infermeta/unary.h" namespace paddle { namespace framework { class OpDesc; } // namespace framework namespace imperative { class OpBase; } // namespace imperative } // namespace paddle namespace paddle { namespace operators { class ReduceProdCompositeGradOpMaker : public prim::CompositeGradOpMakerBase { public: using prim::CompositeGradOpMakerBase::CompositeGradOpMakerBase; void Apply() override { // get inputs paddle::Tensor x = this->GetSingleForwardInput("X"); paddle::Tensor out = this->GetSingleForwardOutput("Out"); paddle::Tensor out_grad = this->GetSingleOutputGrad("Out"); // get attr std::vector axis = this->Attr>("dim"); bool keep_dim = this->Attr("keep_dim"); bool reduce_all = this->Attr("reduce_all"); // get output paddle::Tensor x_grad_t = this->GetSingleInputGrad("X"); // get output ptr auto x_grad = this->GetOutputPtr(&x_grad_t); // get output orginal name std::string x_grad_name = this->GetOutputName(x_grad_t); VLOG(6) << "Runing prod_grad composite func"; // call composite backward func prim::prod_grad( x, out, out_grad, axis, keep_dim, reduce_all, x_grad); // recover output name this->RecoverOutputName(x_grad_t, x_grad_name); } }; } // namespace operators } // namespace paddle namespace ops = paddle::operators; class ReduceProdOpMaker : public ops::ReduceBaseOpMaker { protected: virtual std::string GetName() const { return "reduce_prod"; } virtual std::string GetOpType() const { return "Reduce reduce_prod"; } }; DECLARE_INFER_SHAPE_FUNCTOR( reduce_prod, ReduceProdInferShapeFunctor, PD_INFER_META(phi::ReduceIntArrayAxisInferMetaBase)); REGISTER_OPERATOR( reduce_prod, ops::ReduceBaseOp, ReduceProdOpMaker, paddle::framework::DefaultGradOpMaker, paddle::framework::DefaultGradOpMaker, ops::ReduceProdCompositeGradOpMaker, ReduceProdInferShapeFunctor); REGISTER_OPERATOR(reduce_prod_grad, ops::ReduceGradOp);