// Copyright (c) 2021 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/distributed/fleet_executor/fleet_executor.h" #include "paddle/fluid/distributed/fleet_executor/global.h" #include "paddle/fluid/distributed/fleet_executor/message_bus.h" #include "paddle/fluid/distributed/fleet_executor/runtime_graph.h" #include "paddle/fluid/distributed/fleet_executor/task_node.h" #include "paddle/fluid/framework/executor_gc_helper.h" #include "paddle/fluid/framework/op_desc.h" #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/framework/operator.h" #include "paddle/fluid/framework/program_desc.h" namespace paddle { namespace distributed { FleetExecutor::FleetExecutor(const std::string& exe_desc_str) { bool parse_flag = exe_desc_.ParseFromString(exe_desc_str); PADDLE_ENFORCE(parse_flag, platform::errors::PreconditionNotMet( "Error occurs while parsing string to proto")); // Message bus will be created and inited only once GlobalVal::Create(); InitMessageBus(); } FleetExecutor::FleetExecutor(const FleetExecutorDesc& exe_desc) : exe_desc_(exe_desc) { // Message bus will be created and inited only once GlobalVal::Create(); InitMessageBus(); } FleetExecutor::~FleetExecutor() { for (const auto& carrier_id : carrier_ids_) { GlobalMap::Get(carrier_id)->Release(); } } void FleetExecutor::Init( const std::string& carrier_id, const framework::ProgramDesc& program_desc, framework::Scope* scope, const platform::Place& place, int64_t num_micro_batches, const std::vector& task_nodes, const std::unordered_map& task_id_to_rank) { PADDLE_ENFORCE_GT(task_nodes.size(), 0, platform::errors::InvalidArgument( "Fleet executor is inited with empty task node")); // TODO(fleet_exe devs): the unused_vars should be got from run time graph std::vector> ops; for (auto task_node : task_nodes) { for (auto op : task_node->ops()) { ops.emplace_back(std::unique_ptr(op)); } } auto unused_vars = framework::GetUnusedVars(program_desc.Block(0), ops, {}); runtime_graph_ = std::make_shared(); std::unordered_map interceptor_id_to_task; for (auto task_node : task_nodes) { task_node->SetUnusedVars(unused_vars); int64_t interceptor_id = task_node->task_id(); interceptor_id_to_task.emplace(interceptor_id, task_node); } runtime_graph_->SetInterceptorIdToRank(task_id_to_rank); runtime_graph_->SetInterceptorIdToNode(interceptor_id_to_task); for (auto& unique_op : ops) { unique_op.release(); } VLOG(5) << runtime_graph_->DebugString(); Carrier* carrier = GlobalMap::Create(carrier_id, carrier_id); carrier_ids_.insert(carrier_id); // Set current running carrier GlobalVal::Set(new std::string(carrier_id)); InitCarrier(carrier, scope, place, num_micro_batches, program_desc); GlobalVal::Get()->Barrier(); } void FleetExecutor::InitCarrier(Carrier* carrier, framework::Scope* scope, const platform::Place& place, int64_t num_micro_batches, const framework::ProgramDesc& program_desc) { carrier->Init(exe_desc_.cur_rank(), runtime_graph_->interceptor_id_to_rank(), runtime_graph_->interceptor_id_to_node(), program_desc, scope, num_micro_batches, place); } void FleetExecutor::InitMessageBus() { std::stringstream ss; ss << "\nThe DNS table of the message bus is: \n"; int64_t cur_rank = exe_desc_.cur_rank(); std::unordered_map rank_to_addr; std::string addr; for (const auto& rank_info : exe_desc_.cluster_info()) { // init the dns map int64_t rank = rank_info.rank(); std::string ip_port = rank_info.ip_port(); ss << rank << "\t->\t" << ip_port << "\n"; rank_to_addr.insert(std::make_pair(rank, ip_port)); if (rank == cur_rank) { addr = ip_port; } } if (addr == "") { PADDLE_ENFORCE_EQ( rank_to_addr.size(), 1, platform::errors::NotFound("Empty address is not valid for " "paddle.distributed.launch method.")); PADDLE_ENFORCE_EQ( cur_rank, 0, platform::errors::NotFound("Address is empty but cur rank is not 0.")); } VLOG(3) << "Current rank is " << cur_rank << " and the ip_port is " << (addr == "" ? "empty" : addr) << "."; VLOG(3) << "The number of ranks are " << (rank_to_addr.size() == 0 ? 1 : rank_to_addr.size()) << "."; VLOG(5) << ss.str(); GlobalVal::Get()->Init(cur_rank, rank_to_addr, addr); } void FleetExecutor::Run(const std::string& carrier_id) { Carrier* carrier = GlobalMap::Get(carrier_id); // Set current running carrier if (*GlobalVal::Get() != carrier_id) { GlobalVal::Set(new std::string(carrier_id)); GlobalVal::Get()->Barrier(); } carrier->Start(); } } // namespace distributed } // namespace paddle