xgboost/tests/cpp/plugin/test_federated_server.cc
Rong Ou 14ef38b834
Initial support for federated learning (#7831)
Federated learning plugin for xgboost:
* A gRPC server to aggregate MPI-style requests (allgather, allreduce, broadcast) from federated workers.
* A Rabit engine for the federated environment.
* Integration test to simulate federated learning.

Additional followups are needed to address GPU support, better security, and privacy, etc.
2022-05-05 21:49:22 +08:00

131 lines
3.7 KiB
C++

/*!
* Copyright 2017-2020 XGBoost contributors
*/
#include <grpcpp/server_builder.h>
#include <gtest/gtest.h>
#include <thread>
#include "federated_client.h"
#include "federated_server.h"
namespace xgboost {
class FederatedServerTest : public ::testing::Test {
public:
static void VerifyAllgather(int rank) {
federated::FederatedClient client{kServerAddress, rank};
CheckAllgather(client, rank);
}
static void VerifyAllreduce(int rank) {
federated::FederatedClient client{kServerAddress, rank};
CheckAllreduce(client);
}
static void VerifyBroadcast(int rank) {
federated::FederatedClient client{kServerAddress, rank};
CheckBroadcast(client, rank);
}
static void VerifyMixture(int rank) {
federated::FederatedClient client{kServerAddress, rank};
for (auto i = 0; i < 10; i++) {
CheckAllgather(client, rank);
CheckAllreduce(client);
CheckBroadcast(client, rank);
}
}
protected:
void SetUp() override {
server_thread_.reset(new std::thread([this] {
grpc::ServerBuilder builder;
federated::FederatedService service{kWorldSize};
builder.AddListeningPort(kServerAddress, grpc::InsecureServerCredentials());
builder.RegisterService(&service);
server_ = builder.BuildAndStart();
server_->Wait();
}));
}
void TearDown() override {
server_->Shutdown();
server_thread_->join();
}
static void CheckAllgather(federated::FederatedClient& client, int rank) {
auto reply = client.Allgather("hello " + std::to_string(rank) + " ");
EXPECT_EQ(reply, "hello 0 hello 1 hello 2 ");
}
static void CheckAllreduce(federated::FederatedClient& client) {
int data[] = {1, 2, 3, 4, 5};
std::string send_buffer(reinterpret_cast<char const*>(data), sizeof(data));
auto reply = client.Allreduce(send_buffer, federated::INT, federated::SUM);
auto const* result = reinterpret_cast<int const*>(reply.data());
int expected[] = {3, 6, 9, 12, 15};
for (auto i = 0; i < 5; i++) {
EXPECT_EQ(result[i], expected[i]);
}
}
static void CheckBroadcast(federated::FederatedClient& client, int rank) {
std::string send_buffer{};
if (rank == 0) {
send_buffer = "hello broadcast";
}
auto reply = client.Broadcast(send_buffer, 0);
EXPECT_EQ(reply, "hello broadcast");
}
static int const kWorldSize{3};
static std::string const kServerAddress;
std::unique_ptr<std::thread> server_thread_;
std::unique_ptr<grpc::Server> server_;
};
std::string const FederatedServerTest::kServerAddress{"localhost:56789"}; // NOLINT(cert-err58-cpp)
TEST_F(FederatedServerTest, Allgather) {
std::vector<std::thread> threads;
for (auto rank = 0; rank < kWorldSize; rank++) {
threads.emplace_back(std::thread(&FederatedServerTest::VerifyAllgather, rank));
}
for (auto& thread : threads) {
thread.join();
}
}
TEST_F(FederatedServerTest, Allreduce) {
std::vector<std::thread> threads;
for (auto rank = 0; rank < kWorldSize; rank++) {
threads.emplace_back(std::thread(&FederatedServerTest::VerifyAllreduce, rank));
}
for (auto& thread : threads) {
thread.join();
}
}
TEST_F(FederatedServerTest, Broadcast) {
std::vector<std::thread> threads;
for (auto rank = 0; rank < kWorldSize; rank++) {
threads.emplace_back(std::thread(&FederatedServerTest::VerifyBroadcast, rank));
}
for (auto& thread : threads) {
thread.join();
}
}
TEST_F(FederatedServerTest, Mixture) {
std::vector<std::thread> threads;
for (auto rank = 0; rank < kWorldSize; rank++) {
threads.emplace_back(std::thread(&FederatedServerTest::VerifyMixture, rank));
}
for (auto& thread : threads) {
thread.join();
}
}
} // namespace xgboost