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federated_server.cc
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/
federated_server.cc
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/*!
* Copyright 2022 XGBoost contributors
*/
#include "federated_server.h"
#include <grpcpp/grpcpp.h>
#include <grpcpp/server_builder.h>
#include <xgboost/logging.h>
#include <fstream>
#include <sstream>
namespace xgboost {
namespace federated {
class AllgatherFunctor {
public:
std::string const name{"Allgather"};
explicit AllgatherFunctor(int const world_size) : world_size_{world_size} {}
void operator()(AllgatherRequest const* request, std::string& buffer) const {
auto const rank = request->rank();
auto const& send_buffer = request->send_buffer();
auto const send_size = send_buffer.size();
// Resize the buffer if this is the first request.
if (buffer.size() != send_size * world_size_) {
buffer.resize(send_size * world_size_);
}
// Splice the send_buffer into the common buffer.
buffer.replace(rank * send_size, send_size, send_buffer);
}
private:
int const world_size_;
};
class AllreduceFunctor {
public:
std::string const name{"Allreduce"};
void operator()(AllreduceRequest const* request, std::string& buffer) const {
if (buffer.empty()) {
// Copy the send_buffer if this is the first request.
buffer = request->send_buffer();
} else {
// Apply the reduce_operation to the send_buffer and the common buffer.
Accumulate(buffer, request->send_buffer(), request->data_type(), request->reduce_operation());
}
}
private:
template <class T>
void Accumulate(T* buffer, T const* input, std::size_t n,
ReduceOperation reduce_operation) const {
switch (reduce_operation) {
case ReduceOperation::MAX:
std::transform(buffer, buffer + n, input, buffer, [](T a, T b) { return std::max(a, b); });
break;
case ReduceOperation::MIN:
std::transform(buffer, buffer + n, input, buffer, [](T a, T b) { return std::min(a, b); });
break;
case ReduceOperation::SUM:
std::transform(buffer, buffer + n, input, buffer, std::plus<T>());
break;
default:
throw std::invalid_argument("Invalid reduce operation");
}
}
void Accumulate(std::string& buffer, std::string const& input, DataType data_type,
ReduceOperation reduce_operation) const {
switch (data_type) {
case DataType::CHAR:
Accumulate(&buffer[0], reinterpret_cast<char const*>(input.data()), buffer.size(),
reduce_operation);
break;
case DataType::UCHAR:
Accumulate(reinterpret_cast<unsigned char*>(&buffer[0]),
reinterpret_cast<unsigned char const*>(input.data()), buffer.size(),
reduce_operation);
break;
case DataType::INT:
Accumulate(reinterpret_cast<int*>(&buffer[0]), reinterpret_cast<int const*>(input.data()),
buffer.size() / sizeof(int), reduce_operation);
break;
case DataType::UINT:
Accumulate(reinterpret_cast<unsigned int*>(&buffer[0]),
reinterpret_cast<unsigned int const*>(input.data()),
buffer.size() / sizeof(unsigned int), reduce_operation);
break;
case DataType::LONG:
Accumulate(reinterpret_cast<long*>(&buffer[0]), reinterpret_cast<long const*>(input.data()),
buffer.size() / sizeof(long), reduce_operation);
break;
case DataType::ULONG:
Accumulate(reinterpret_cast<unsigned long*>(&buffer[0]),
reinterpret_cast<unsigned long const*>(input.data()),
buffer.size() / sizeof(unsigned long), reduce_operation);
break;
case DataType::FLOAT:
Accumulate(reinterpret_cast<float*>(&buffer[0]),
reinterpret_cast<float const*>(input.data()), buffer.size() / sizeof(float),
reduce_operation);
break;
case DataType::DOUBLE:
Accumulate(reinterpret_cast<double*>(&buffer[0]),
reinterpret_cast<double const*>(input.data()), buffer.size() / sizeof(double),
reduce_operation);
break;
case DataType::LONGLONG:
Accumulate(reinterpret_cast<long long*>(&buffer[0]),
reinterpret_cast<long long const*>(input.data()),
buffer.size() / sizeof(long long), reduce_operation);
break;
case DataType::ULONGLONG:
Accumulate(reinterpret_cast<unsigned long long*>(&buffer[0]),
reinterpret_cast<unsigned long long const*>(input.data()),
buffer.size() / sizeof(unsigned long long), reduce_operation);
break;
default:
throw std::invalid_argument("Invalid data type");
}
}
};
class BroadcastFunctor {
public:
std::string const name{"Broadcast"};
void operator()(BroadcastRequest const* request, std::string& buffer) const {
if (request->rank() == request->root()) {
// Copy the send_buffer if this is the root.
buffer = request->send_buffer();
}
}
};
grpc::Status FederatedService::Allgather(grpc::ServerContext* context,
AllgatherRequest const* request, AllgatherReply* reply) {
return Handle(request, reply, AllgatherFunctor{world_size_});
}
grpc::Status FederatedService::Allreduce(grpc::ServerContext* context,
AllreduceRequest const* request, AllreduceReply* reply) {
return Handle(request, reply, AllreduceFunctor{});
}
grpc::Status FederatedService::Broadcast(grpc::ServerContext* context,
BroadcastRequest const* request, BroadcastReply* reply) {
return Handle(request, reply, BroadcastFunctor{});
}
template <class Request, class Reply, class RequestFunctor>
grpc::Status FederatedService::Handle(Request const* request, Reply* reply,
RequestFunctor const& functor) {
// Pass through if there is only 1 client.
if (world_size_ == 1) {
reply->set_receive_buffer(request->send_buffer());
return grpc::Status::OK;
}
std::unique_lock<std::mutex> lock(mutex_);
auto const sequence_number = request->sequence_number();
auto const rank = request->rank();
LOG(INFO) << functor.name << " rank " << rank << ": waiting for current sequence number";
cv_.wait(lock, [this, sequence_number] { return sequence_number_ == sequence_number; });
LOG(INFO) << functor.name << " rank " << rank << ": handling request";
functor(request, buffer_);
received_++;
if (received_ == world_size_) {
LOG(INFO) << functor.name << " rank " << rank << ": all requests received";
reply->set_receive_buffer(buffer_);
sent_++;
lock.unlock();
cv_.notify_all();
return grpc::Status::OK;
}
LOG(INFO) << functor.name << " rank " << rank << ": waiting for all clients";
cv_.wait(lock, [this] { return received_ == world_size_; });
LOG(INFO) << functor.name << " rank " << rank << ": sending reply";
reply->set_receive_buffer(buffer_);
sent_++;
if (sent_ == world_size_) {
LOG(INFO) << functor.name << " rank " << rank << ": all replies sent";
sent_ = 0;
received_ = 0;
buffer_.clear();
sequence_number_++;
lock.unlock();
cv_.notify_all();
}
return grpc::Status::OK;
}
std::string ReadFile(char const* path) {
auto stream = std::ifstream(path);
std::ostringstream out;
out << stream.rdbuf();
return out.str();
}
void RunServer(int port, int world_size, char const* server_key_file, char const* server_cert_file,
char const* client_cert_file) {
std::string const server_address = "0.0.0.0:" + std::to_string(port);
FederatedService service{world_size};
grpc::ServerBuilder builder;
auto options =
grpc::SslServerCredentialsOptions(GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY);
options.pem_root_certs = ReadFile(client_cert_file);
auto key = grpc::SslServerCredentialsOptions::PemKeyCertPair();
key.private_key = ReadFile(server_key_file);
key.cert_chain = ReadFile(server_cert_file);
options.pem_key_cert_pairs.push_back(key);
builder.SetMaxReceiveMessageSize(std::numeric_limits<int>::max());
builder.AddListeningPort(server_address, grpc::SslServerCredentials(options));
builder.RegisterService(&service);
std::unique_ptr<grpc::Server> server(builder.BuildAndStart());
LOG(CONSOLE) << "Federated server listening on " << server_address << ", world size "
<< world_size;
server->Wait();
}
void RunInsecureServer(int port, int world_size) {
std::string const server_address = "0.0.0.0:" + std::to_string(port);
FederatedService service{world_size};
grpc::ServerBuilder builder;
builder.SetMaxReceiveMessageSize(std::numeric_limits<int>::max());
builder.AddListeningPort(server_address, grpc::InsecureServerCredentials());
builder.RegisterService(&service);
std::unique_ptr<grpc::Server> server(builder.BuildAndStart());
LOG(CONSOLE) << "Insecure federated server listening on " << server_address << ", world size "
<< world_size;
server->Wait();
}
} // namespace federated
} // namespace xgboost