// Copyright (c) 2020 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/service/heter_client.h" #include #include #include "paddle/fluid/framework/channel.h" #include "paddle/fluid/framework/data_feed.h" #include "paddle/fluid/framework/device_worker.h" #include "paddle/fluid/framework/io/fs.h" #include "paddle/fluid/framework/scope.h" #include "paddle/fluid/platform/profiler.h" #include "paddle/fluid/platform/timer.h" #include "paddle/fluid/string/split.h" DECLARE_int32(rpc_deadline); DECLARE_int32(pserver_timeout_ms); namespace paddle { namespace distributed { std::shared_ptr HeterClient::s_instance_ = NULL; bool HeterClient::is_initialized_ = false; void HeterClient::MainThread() { while (running_) { RpcProfilerControl(); } } void HeterClient::Stop() { running_ = false; if (!is_initialized_) { VLOG(3) << "HeterClient is not inited, do nothing"; } else { if (main_thread_) { auto status = StopHeterWorker(); status.wait(); main_thread_->join(); main_thread_.reset(nullptr); } VLOG(3) << "HeterClient Stop Done"; } } void HeterClient::FinalizeWorker() { running_ = false; if (!is_initialized_) { VLOG(3) << "HeterClient is not inited, do nothing"; } else { if (main_thread_) { main_thread_->join(); main_thread_.reset(nullptr); } VLOG(3) << "HeterClient Stop Done"; } } std::future HeterClient::StopHeterWorker() { return SendCmd(-1, PS_STOP_SERVER, {}); } void HeterClient::RpcProfilerControl() { if (trainer_id_ == 0) { if (!do_server_profiler_ && platform::IsProfileEnabled()) { // send profiler start flag do_server_profiler_ = true; auto start_status = StartProfiler(); start_status.wait(); } else if (do_server_profiler_ && !platform::IsProfileEnabled()) { // send profiler end flag auto stop_status = StopProfiler(); stop_status.wait(); do_server_profiler_ = false; } } } void HeterClient::CreateClient2XpuConnection() { brpc::ChannelOptions options; options.protocol = "baidu_std"; options.connection_type = "single"; options.timeout_ms = FLAGS_pserver_timeout_ms; xpu_channels_.resize(xpu_list_.size()); for (size_t i = 0; i < xpu_list_.size(); ++i) { xpu_channels_[i].reset(new brpc::Channel()); if (xpu_channels_[i]->Init(xpu_list_[i].c_str(), "", &options) != 0) { VLOG(0) << "HeterClient channel init fail. Try Again"; auto ip_port = paddle::string::Split(xpu_list_[i], ':'); std::string ip = ip_port[0]; int port = std::stoi(ip_port[1]); std::string int_ip_port = GetIntTypeEndpoint(ip, port); if (xpu_channels_[i]->Init(int_ip_port.c_str(), "", &options) != 0) { LOG(ERROR) << "BrpcPsServer start failed, ip_port= " << int_ip_port; } } } } void HeterClient::SendAndRecvAsync( const std::vector& ep, const platform::DeviceContext& ctx, const framework::Scope& scope, const std::string& message_name, const std::vector& send_var_name, const std::vector& recv_var_name) { platform::RecordEvent record_event("HeterClient->SendAndRecvAsync"); const platform::DeviceContext* p_ctx = &ctx; const framework::Scope* p_scope = &scope; const std::string message_name_val = message_name; const std::vector send_var_name_val = send_var_name; const std::vector recv_var_name_val = recv_var_name; VLOG(3) << "GRPCClient::SendAndRecv Begin, message_name: " << message_name_val; // Todo: get correct channel int num = trainer_id_ % xpu_channels_.size(); brpc::Controller cntl; cntl.set_timeout_ms(FLAGS_pserver_timeout_ms); distributed::MultiVarMsg request, response; auto& request_io_buffer = cntl.request_attachment(); ::paddle::distributed::PsService_Stub stub(xpu_channels_[num].get()); distributed::SerializeToMultiVarMsgAndIOBuf( message_name_val, send_var_name_val, recv_var_name_val, *p_ctx, p_scope, &request, &request_io_buffer); stub.SendAndRecvVariable(&cntl, &request, &response, NULL); PADDLE_ENFORCE_NE( cntl.Failed(), true, platform::errors::Unimplemented( "HeterClient::SendAndRecv meets brpc error, error message is %s", cntl.ErrorText())); VLOG(4) << "call heter_worker success"; auto& response_io_buffer = cntl.response_attachment(); distributed::DeserializeFromMultiVarMsgAndIOBuf(response, &response_io_buffer, ctx, p_scope); } std::future HeterClient::SendCmd( uint32_t table_id, int cmd_id, const std::vector& params) { size_t request_call_num = xpu_channels_.size(); paddle::distributed::DownpourBrpcClosure* closure = new paddle::distributed::DownpourBrpcClosure( request_call_num, [request_call_num, cmd_id](void* done) { int ret = 0; auto* closure = (paddle::distributed::DownpourBrpcClosure*)done; for (size_t i = 0; i < request_call_num; ++i) { if (closure->check_response(i, cmd_id) != 0) { ret = -1; break; } } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t i = 0; i < request_call_num; ++i) { closure->request(i)->set_cmd_id(cmd_id); closure->request(i)->set_table_id(table_id); closure->request(i)->set_client_id(trainer_id_); for (const auto& param : params) { closure->request(i)->add_params(param); } ::paddle::distributed::PsService_Stub rpc_stub(xpu_channels_[i].get()); closure->cntl(i)->set_timeout_ms( FLAGS_pserver_timeout_ms); // cmd msg don't limit timeout for save/load rpc_stub.service(closure->cntl(i), closure->request(i), closure->response(i), closure); } return fut; } std::future HeterClient::StartProfiler() { return SendCmd(-1, PS_START_PROFILER, {}); } std::future HeterClient::StopProfiler() { return SendCmd(-1, PS_STOP_PROFILER, {}); } } // end namespace distributed } // end namespace paddle