/* Copyright (c) 2016 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. */ #pragma once #include #include #include "paddle/fluid/framework/eigen.h" #include "paddle/fluid/framework/selected_rows.h" #include "paddle/fluid/operators/math/blas.h" #include "paddle/fluid/operators/math/math_function.h" #include "paddle/fluid/platform/device_context.h" #define INLINE_FOR2(sizei, sizej) \ for (int64_t i = 0; i < sizei; i++) \ for (int64_t j = 0; j < sizej; j++) namespace paddle { namespace operators { namespace math { // SelectedRows + SelectedRows will simplely concat value and rows. // The real computation happens in dealing with LoDTensor. template struct SelectedRowsAdd { void operator()(const DeviceContext& context, const framework::SelectedRows& input1, const framework::SelectedRows& input2, framework::SelectedRows* output); }; template struct SelectedRowsAddTensor { void operator()(const DeviceContext& context, const framework::SelectedRows& input1, const framework::Tensor& input2, framework::Tensor* output); }; // input2 = input1 + input2 template struct SelectedRowsAddTo { void operator()(const DeviceContext& context, const framework::SelectedRows& input1, const int64_t input2_offset, framework::SelectedRows* input2); }; // input2 = [all input in input1] + input2 template struct SelectedRowsSumTo { void operator()(const DeviceContext& context, const std::vector& input1, const std::vector& input2_offsets, framework::SelectedRows* input2); }; // FIXME: The result of SelectedRowsAddToTensor maybe non deterministic, // because it uses CudaAtomicAdd. // input2 = input1 + input2 template struct SelectedRowsAddToTensor { void operator()(const DeviceContext& context, const framework::SelectedRows& input1, framework::Tensor* input2); }; namespace scatter { // functors for manuplating SelectedRows data template struct MergeAdd { MergeAdd() : sorted_result_(false) {} explicit MergeAdd(bool sorted_result) : sorted_result_(sorted_result) {} // unary functor, merge by adding duplicated rows in // the input SelectedRows object. framework::SelectedRows operator()(const DeviceContext& context, const framework::SelectedRows& input); void operator()(const DeviceContext& context, const framework::SelectedRows& input, framework::SelectedRows* output); void operator()(const DeviceContext& context, const std::vector& inputs, framework::SelectedRows* output); private: bool sorted_result_; }; enum class ScatterOps { ASSIGN, ADD, SUB, SUBBY, MUL, DIV, DIVBY }; // out = seleted_rows_in / tensor template struct UpdateToTensor { void operator()(const DeviceContext& context, const ScatterOps& op, const framework::SelectedRows& input1, framework::Tensor* input2); }; } // namespace scatter } // namespace math } // namespace operators } // namespace paddle