// 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 #include #include #include "paddle/fluid/framework/data_type.h" #include "paddle/fluid/framework/lod_tensor.h" #include "paddle/fluid/framework/scope.h" #include "paddle/fluid/framework/selected_rows.h" #include "paddle/fluid/operators/distributed/request_handler_impl.h" #include "paddle/fluid/operators/distributed/rpc_server.h" #include "paddle/fluid/string/printf.h" namespace paddle { namespace operators { namespace distributed { // define LOOKUP_TABLE_PATH for checkpoint notify to save lookup table variables // to directory specified. constexpr char LOOKUP_TABLE_PATH[] = "kLookupTablePath"; bool RequestSendHandler::Handle(const std::string& varname, framework::Scope* scope, framework::Variable* invar, framework::Variable** outvar, const std::string& out_var_name) { VLOG(4) << "RequestSendHandler:" << varname; // Sync if (varname == BATCH_BARRIER_MESSAGE) { VLOG(3) << "sync: recv BATCH_BARRIER_MESSAGE"; rpc_server_->IncreaseBatchBarrier(kRequestSend); } else if (varname == COMPLETE_MESSAGE) { VLOG(3) << "sync: recv complete message"; rpc_server_->Complete(); } else { // Async if (!sync_mode_) { VLOG(3) << "async process var: " << varname; rpc_server_->Profiler().OneStep(); try { executor_->RunPreparedContext((*grad_to_prepared_ctx_)[varname].get(), scope); } catch (std::exception& e) { LOG(ERROR) << "async: run sub program error " << e.what(); return false; } return true; } else { // sync rpc_server_->WaitCond(kRequestSend); VLOG(3) << "sync: processing received var: " << varname; if (invar == nullptr) { LOG(FATAL) << "sync: Can not find server side var: " << varname; return false; } if (invar->IsType()) { std::unique_lock lock(mutex_sparse_vars_); sparse_vars_.push_back(invar); } } } return true; } void RequestSendHandler::ResetSparseVarRecorder() { std::unique_lock lock(mutex_sparse_vars_); for (auto* var : sparse_vars_) { var->GetMutable()->mutable_rows()->clear(); } sparse_vars_.clear(); } bool RequestGetHandler::Handle(const std::string& varname, framework::Scope* scope, framework::Variable* invar, framework::Variable** outvar, const std::string& out_var_name) { VLOG(4) << "RequestGetHandler:" << varname; if (sync_mode_) { if (varname == FETCH_BARRIER_MESSAGE) { VLOG(3) << "sync: recv fetch barrier message"; rpc_server_->IncreaseBatchBarrier(kRequestGet); } else { rpc_server_->WaitCond(kRequestGet); *outvar = scope_->FindVar(varname); } } else { if (varname != FETCH_BARRIER_MESSAGE && varname != COMPLETE_MESSAGE) { *outvar = scope_->FindVar(varname); } } return true; } bool RequestPrefetchHandler::Handle(const std::string& varname, framework::Scope* scope, framework::Variable* invar, framework::Variable** outvar, const std::string& out_var_name) { VLOG(4) << "RequestPrefetchHandler " << varname; auto var_desc = program_->Block(0).FindVar(out_var_name); InitializeVariable(*outvar, var_desc->GetType()); executor_->RunPreparedContext( (*prefetch_var_name_to_prepared_ctx_)[varname].get(), scope); return true; } bool RequestCheckpointHandler::Handle(const std::string& varname, framework::Scope* scope, framework::Variable* invar, framework::Variable** outvar, const std::string& out_var_name) { PADDLE_ENFORCE( checkpoint_notify_id != -1, "when checkpoint_notify_id = -1, there should be no RPC invoke."); // TODO(tangwei12): find out why scope will be error. auto* lt_var = scope_->FindVar(LOOKUP_TABLE_PATH)->GetMutable(); lt_var->clear(); lt_var->append(out_var_name); VLOG(4) << "RequestCheckpointHandler update var kLookupTablePath to: " << out_var_name; executor_->RunPreparedContext(checkpoint_prepared_ctx_.get(), scope_); return true; } } // namespace distributed } // namespace operators } // namespace paddle