xgboost/tests/cpp/plugin/test_federated_server.cc
Jiaming Yuan fe9dff339c
Convert federated learner test into test suite. (#9018)
* Convert federated learner test into test suite.

- Add specialization to learning to rank.
2023-04-11 09:52:55 +08:00

114 lines
3.3 KiB
C++

/*!
* Copyright 2017-2020 XGBoost contributors
*/
#include <gtest/gtest.h>
#include <iostream>
#include <thread>
#include "federated_client.h"
#include "helpers.h"
namespace xgboost {
class FederatedServerTest : public BaseFederatedTest {
public:
static void VerifyAllgather(int rank, const std::string& server_address) {
federated::FederatedClient client{server_address, rank};
CheckAllgather(client, rank);
}
static void VerifyAllreduce(int rank, const std::string& server_address) {
federated::FederatedClient client{server_address, rank};
CheckAllreduce(client);
}
static void VerifyBroadcast(int rank, const std::string& server_address) {
federated::FederatedClient client{server_address, rank};
CheckBroadcast(client, rank);
}
static void VerifyMixture(int rank, const std::string& server_address) {
federated::FederatedClient client{server_address, rank};
for (auto i = 0; i < 10; i++) {
CheckAllgather(client, rank);
CheckAllreduce(client);
CheckBroadcast(client, rank);
}
}
protected:
static void CheckAllgather(federated::FederatedClient& client, int rank) {
int data[kWorldSize] = {0, 0, 0};
data[rank] = rank;
std::string send_buffer(reinterpret_cast<char const*>(data), sizeof(data));
auto reply = client.Allgather(send_buffer);
auto const* result = reinterpret_cast<int const*>(reply.data());
for (auto i = 0; i < kWorldSize; i++) {
EXPECT_EQ(result[i], i);
}
}
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::INT32, 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") << "rank " << rank;
}
};
TEST_F(FederatedServerTest, Allgather) {
std::vector<std::thread> threads;
for (auto rank = 0; rank < kWorldSize; rank++) {
threads.emplace_back(&FederatedServerTest::VerifyAllgather, rank, server_->Address());
}
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(&FederatedServerTest::VerifyAllreduce, rank, server_->Address());
}
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(&FederatedServerTest::VerifyBroadcast, rank, server_->Address());
}
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(&FederatedServerTest::VerifyMixture, rank, server_->Address());
}
for (auto& thread : threads) {
thread.join();
}
}
} // namespace xgboost