// 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 "paddle/fluid/framework/details/fuse_sgd_op_pass.h" #include #include "paddle/fluid/framework/ir/graph_helper.h" #include "paddle/fluid/framework/op_registry.h" namespace paddle { namespace framework { namespace details { const std::string FuseSgdOpPass::GetOpType() const { return "sgd"; } const std::vector FuseSgdOpPass::GetAuxiliaryVarNames() const { return {}; } void FuseSgdOpPass::FuseOptimizerOps( const std::unordered_map> &aux_var_set, const std::unordered_map &fused_vars_name, const std::vector &sgd_ops, ir::Graph *graph) const { FuseSgdOps(aux_var_set, fused_vars_name, sgd_ops, graph); } void FuseSgdOpPass::FuseSgdOps( const std::unordered_map> &vars_set, const std::unordered_map &fused_vars_name, const std::vector &sgd_ops, ir::Graph *graph) const { PADDLE_ENFORCE_GT(sgd_ops.size(), static_cast(0)); // NOTE: fused_var is only exist in scope, so the graph doesn't have fused_var // node. int op_role = boost::get( sgd_ops[0]->Op()->GetAttr(OpProtoAndCheckerMaker::OpRoleAttrName())); VLOG(10) << "Insert sgd to graph "; // Add fused scale OpDesc Sgd_desc(sgd_ops[0]->Op()->Block()); Sgd_desc.SetType("sgd"); Sgd_desc.SetInput(kParam, {fused_vars_name.at(kParam)}); Sgd_desc.SetInput(kGrad, {fused_vars_name.at(kGrad)}); Sgd_desc.SetOutput("ParamOut", {fused_vars_name.at(kParam)}); // TODO(zcd): The LearningRate, Beta1Pow, Beta2Pow should be equal. Sgd_desc.SetInput(kLearningRate, sgd_ops[0]->Op()->Input(kLearningRate)); // NOTE: multi_devices_pass requires that every op should have a role. Sgd_desc.SetAttr(OpProtoAndCheckerMaker::OpRoleAttrName(), op_role); auto sgd_node = graph->CreateOpNode(&Sgd_desc); InserInputAndOutputForOptOps(sgd_ops, sgd_node); } } // namespace details } // namespace framework } // namespace paddle REGISTER_PASS(fuse_sgd_op_pass, paddle::framework::details::FuseSgdOpPass) .RequirePassAttr(paddle::framework::details::kPlaces) .RequirePassAttr(paddle::framework::details::kLocalScopes);