/* 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. */ #include "paddle/fluid/operators/detail/grpc_client.h" #include #include #include "paddle/fluid/framework/threadpool.h" #include "paddle/fluid/platform/profiler.h" namespace paddle { namespace operators { namespace detail { std::once_flag RPCClient::init_flag_; std::unique_ptr RPCClient::rpc_client_(nullptr); RPCClient* RPCClient::GetInstance() { std::call_once(init_flag_, &RPCClient::Init); return rpc_client_.get(); } void RPCClient::Init() { if (rpc_client_.get() == nullptr) { rpc_client_.reset(new RPCClient()); } rpc_client_->InitEventLoop(); } void RPCClient::InitEventLoop() { // start the client process thread // TODO(wuyi): can make this in a threadpool client_thread_.reset(new std::thread(std::bind(&RPCClient::Proceed, this))); } RPCClient::~RPCClient() { Wait(); cq_.Shutdown(); { std::lock_guard guard(chan_mutex_); for (auto& it : channels_) { it.second.reset(); } } client_thread_->join(); } bool RPCClient::AsyncSendVariable(const std::string& ep, const platform::DeviceContext& ctx, const framework::Scope& scope, const std::string& var_name, int64_t time_out) { const platform::DeviceContext* p_ctx = &ctx; const std::string ep_val = ep; const std::string var_name_val = var_name; const framework::Scope* p_scope = &scope; const auto ch = GetChannel(ep_val); framework::AsyncIO([var_name_val, p_ctx, ep_val, p_scope, time_out, ch, this] { auto* var = p_scope->FindVar(var_name_val); ::grpc::ByteBuffer req; SerializeToByteBuffer(var_name_val, var, *p_ctx, &req); // varhandle VarHandle var_h; var_h.ep = ep_val; var_h.scope = p_scope; var_h.name = var_name_val; var_h.ctx = p_ctx; // stub context SendProcessor* s = new SendProcessor(ch); s->Prepare(var_h, time_out); s->response_call_back_ = nullptr; auto call = s->stub_g_.PrepareUnaryCall( s->context_.get(), "/sendrecv.SendRecvService/SendVariable", req, &cq_); call->StartCall(); call->Finish(&s->reply_, &s->status_, reinterpret_cast(s)); }); req_count_++; return true; } void ProcGetResponse(const VarHandle& var_h, const ::grpc::ByteBuffer& ret_msg) { framework::Variable* outvar = nullptr; DeserializeFromByteBuffer(ret_msg, *var_h.ctx, var_h.scope, &outvar); } template void RequestToByteBuffer(const T& proto, ::grpc::ByteBuffer* result) { ::grpc::Slice slice(proto.ByteSizeLong()); proto.SerializeWithCachedSizesToArray(const_cast(slice.begin())); ::grpc::ByteBuffer tmp(&slice, 1); result->Swap(&tmp); } bool RPCClient::AsyncGetVariable(const std::string& ep, const platform::DeviceContext& ctx, const framework::Scope& scope, const std::string& var_name, int64_t time_out) { const platform::DeviceContext* p_ctx = &ctx; const std::string ep_val = ep; const std::string var_name_val = var_name; const framework::Scope* p_scope = &scope; const auto ch = GetChannel(ep_val); framework::AsyncIO([var_name_val, ep_val, p_scope, p_ctx, time_out, ch, this] { // prepare input sendrecv::VariableMessage req; req.set_varname(var_name_val); ::grpc::ByteBuffer buf; RequestToByteBuffer(req, &buf); // var handle VarHandle var_h; var_h.ep = ep_val; var_h.scope = p_scope; var_h.name = var_name_val; var_h.ctx = p_ctx; // stub context GetProcessor* s = new GetProcessor(ch); s->Prepare(var_h, time_out); s->response_call_back_ = ProcGetResponse; auto call = s->stub_g_.PrepareUnaryCall( s->context_.get(), "/sendrecv.SendRecvService/GetVariable", buf, &cq_); call->StartCall(); call->Finish(&s->reply_, &s->status_, reinterpret_cast(s)); }); req_count_++; return true; } bool RPCClient::AsyncPrefetchVariable(const std::string& ep, const platform::DeviceContext& ctx, const framework::Scope& scope, const std::string& in_var_name, const std::string& out_var_name, int64_t time_out) { const platform::DeviceContext* p_ctx = &ctx; const std::string ep_val = ep; const std::string in_var_name_val = in_var_name; const std::string out_var_name_val = out_var_name; const framework::Scope* p_scope = &scope; const auto ch = GetChannel(ep_val); framework::AsyncIO([in_var_name_val, out_var_name_val, ep_val, p_scope, p_ctx, time_out, ch, this] { auto* var = p_scope->FindVar(in_var_name_val); ::grpc::ByteBuffer req; SerializeToByteBuffer(in_var_name_val, var, *p_ctx, &req, out_var_name_val); // var handle VarHandle var_h; var_h.ep = ep_val; var_h.scope = p_scope; var_h.name = out_var_name_val; var_h.ctx = p_ctx; // stub context GetProcessor* s = new GetProcessor(ch); s->Prepare(var_h, time_out); s->response_call_back_ = ProcGetResponse; auto call = s->stub_g_.PrepareUnaryCall( s->context_.get(), "/sendrecv.SendRecvService/PrefetchVariable", req, &cq_); call->StartCall(); call->Finish(&s->reply_, &s->status_, static_cast(s)); }); req_count_++; return true; } void RPCClient::AsyncSendBatchBarrier(const std::string& ep, int64_t time_out) { const auto ch = GetChannel(ep); BatchBarrierProcessor* s = new BatchBarrierProcessor(ch); s->Prepare(time_out); sendrecv::VariableMessage req; req.set_varname(BATCH_BARRIER_MESSAGE); auto rpc = s->stub_->AsyncSendVariable(s->context_.get(), req, &cq_); rpc->Finish(&s->reply_, &s->status_, reinterpret_cast(s)); req_count_++; } void RPCClient::AsyncSendFetchBarrier(const std::string& ep, int64_t time_out) { const auto ch = GetChannel(ep); FetchBarrierProcessor* s = new FetchBarrierProcessor(ch); s->Prepare(time_out); sendrecv::VariableMessage req; req.set_varname(FETCH_BARRIER_MESSAGE); auto rpc = s->stub_->AsyncGetVariable(s->context_.get(), req, &cq_); rpc->Finish(&s->reply_, &s->status_, reinterpret_cast(s)); req_count_++; } void RPCClient::Wait() { std::unique_lock lk(sync_mutex_); sync_cond_.wait(lk, [this] { return req_count_ == 0; }); } void RPCClient::Proceed() { void* tag = nullptr; bool ok = false; while (cq_.Next(&tag, &ok)) { BaseProcessor* c = static_cast(tag); GPR_ASSERT(ok); PADDLE_ENFORCE(c); if (c->status_.ok()) { c->Process(); } else { LOG(ERROR) << "var: " << c->var_h_.String() << " grpc error:" << c->status_.error_message(); } delete c; { std::lock_guard lk(sync_mutex_); req_count_--; } sync_cond_.notify_all(); } } std::shared_ptr RPCClient::GetChannel(const std::string& ep) { // TODO(Yancey1989): make grpc client completely thread-safe std::lock_guard guard(chan_mutex_); auto it = channels_.find(ep); if (it != channels_.end()) { return it->second; } grpc::ChannelArguments args; args.SetCompressionAlgorithm(GRPC_COMPRESS_NONE); args.SetMaxSendMessageSize(std::numeric_limits::max()); args.SetMaxReceiveMessageSize(std::numeric_limits::max()); auto ch = grpc::CreateCustomChannel(ep, grpc::InsecureChannelCredentials(), args); channels_[ep] = ch; return ch; } } // namespace detail } // namespace operators } // namespace paddle