// 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/elementwise_ops.h" #include #include #include "lite/core/op_registry.h" namespace paddle { namespace lite { namespace operators { bool ElementwiseOp::CheckShape() const { CHECK_OR_FALSE(param_.X); CHECK_OR_FALSE(param_.Y); CHECK_OR_FALSE(param_.Out); return true; } bool ElementwiseOp::InferShapeImpl() const { auto x_dim = param_.X->dims(); auto y_dim = param_.Y->dims(); if (x_dim == y_dim) { param_.Out->Resize(x_dim); auto out_lod = param_.Out->mutable_lod(); *out_lod = param_.X->lod(); } else { size_t max_dim = (x_dim.size() > y_dim.size() ? x_dim.size() : y_dim.size()); int axis = param_.axis; axis = (axis == -1 ? std::abs(static_cast(x_dim.size() - y_dim.size())) : axis); std::vector x_dims_array(max_dim); std::vector y_dims_array(max_dim); std::vector out_dims_array(max_dim); if (x_dim.size() > y_dim.size()) { for (int i = 0; i < axis; ++i) { y_dims_array[i] = 1; } if (axis + y_dim.size() < max_dim) { for (size_t i = axis + y_dim.size(); i < max_dim; ++i) { y_dims_array[i] = 1; } } x_dims_array = x_dim.Vectorize(); for (size_t i = 0; i < y_dim.size(); ++i) { y_dims_array[i + axis] = y_dim[i]; } } else { for (int i = 0; i < axis; ++i) { x_dims_array[i] = 1; } if (axis + x_dim.size() < max_dim) { for (size_t i = axis + x_dim.size(); i < max_dim; ++i) { x_dims_array[i] = 1; } } y_dims_array = y_dim.Vectorize(); for (size_t i = 0; i < x_dim.size(); ++i) { x_dims_array[i + axis] = x_dim[i]; } } for (size_t i = 0; i < max_dim; i++) { if (x_dims_array[i] == -1 || y_dims_array[i] == -1) { out_dims_array[i] = -1; } else { out_dims_array[i] = std::max(x_dims_array[i], y_dims_array[i]); } } param_.Out->Resize(DDim(out_dims_array)); auto out_lod = param_.Out->mutable_lod(); *out_lod = param_.X->lod(); } return true; } bool ElementwiseOp::AttachImpl(const cpp::OpDesc& opdesc, lite::Scope* scope) { auto X_name = opdesc.Input("X").front(); auto Y_name = opdesc.Input("Y").front(); auto Out_name = opdesc.Output("Out").front(); param_.X = GetVar(scope, X_name); param_.Y = GetVar(scope, Y_name); param_.Out = GetMutableVar(scope, Out_name); param_.axis = opdesc.GetAttr("axis"); return true; } // #ifdef LITE_WITH_TRAIN // bool ElementwiseGradExplicitOp::CheckShape() const { // CHECK_OR_FALSE(param_.Y); // CHECK_OR_FALSE(param_.X_grad); // CHECK_OR_FALSE(param_.Out_grad); // return true; //} // bool ElementwiseGradExplicitOp::InferShapeImpl() const { // param_.X_grad->Resize(param_.Out_grad->dims()); // if (param_.Y_grad) param_.Y_grad->Resize(param_.Y->dims()); // return true; // } // bool ElementwiseGradExplicitOp::AttachImpl(const cpp::OpDesc& opdesc, // lite::Scope* scope) { // CHECK_EQ(opdesc.InputArgumentNames().size(), 2UL); // auto Y_name = opdesc.Input("Y").front(); // auto Out_name = opdesc.Input(framework::GradVarName("Out")).front(); // auto X_grad = opdesc.Output(framework::GradVarName("X")).front(); // if (opdesc.Output(framework::GradVarName("Y")).size() > 0) { // auto Y_grad = opdesc.Output(framework::GradVarName("Y")).front(); // param_.Y_grad = GetMutableVar(scope, Y_grad); // } // param_.Y = GetVar(scope, Y_name); // param_.Out_grad = GetVar(scope, Out_name); // param_.X_grad = GetMutableVar(scope, X_grad); // param_.axis = opdesc.GetAttr("axis"); // return true; // } // #endif } // namespace operators } // namespace lite } // namespace paddle REGISTER_LITE_OP(elementwise_sub, paddle::lite::operators::ElementwiseOp); REGISTER_LITE_OP(elementwise_add, paddle::lite::operators::ElementwiseOp); REGISTER_LITE_OP(elementwise_mul, paddle::lite::operators::ElementwiseOp); REGISTER_LITE_OP(elementwise_max, paddle::lite::operators::ElementwiseOp); REGISTER_LITE_OP(elementwise_div, paddle::lite::operators::ElementwiseOp); // #ifdef LITE_WITH_TRAIN // REGISTER_LITE_OP(elementwise_sub_grad, // paddle::lite::operators::ElementwiseGradExplicitOp); // REGISTER_LITE_OP(elementwise_add_grad, // paddle::lite::operators::ElementwiseGradExplicitOp); // #endif