More tests for column split and vertical federated learning (#8985)

Added some more tests for the learner and fit_stump, for both column-wise distributed learning and vertical federated learning.

Also moved the `IsRowSplit` and `IsColumnSplit` methods from the `DMatrix` to the `MetaInfo` since in some places we only have access to the `MetaInfo`. Added a new convenience method `IsVerticalFederatedLearning`.

Some refactoring of the testing fixtures.
This commit is contained in:
Rong Ou
2023-03-28 01:40:26 -07:00
committed by GitHub
parent 401ce5cf5e
commit ff26cd3212
18 changed files with 212 additions and 94 deletions

View File

@@ -52,18 +52,33 @@ class BaseFederatedTest : public ::testing::Test {
server_thread_->join();
}
void InitCommunicator(int rank) {
Json config{JsonObject()};
config["xgboost_communicator"] = String("federated");
config["federated_server_address"] = String(server_address_);
config["federated_world_size"] = kWorldSize;
config["federated_rank"] = rank;
xgboost::collective::Init(config);
}
static int const kWorldSize{3};
std::string server_address_;
std::unique_ptr<std::thread> server_thread_;
std::unique_ptr<grpc::Server> server_;
};
template <typename Function, typename... Args>
void RunWithFederatedCommunicator(int32_t world_size, std::string const& server_address,
Function&& function, Args&&... args) {
std::vector<std::thread> threads;
for (auto rank = 0; rank < world_size; rank++) {
threads.emplace_back([&, rank]() {
Json config{JsonObject()};
config["xgboost_communicator"] = String("federated");
config["federated_server_address"] = String(server_address);
config["federated_world_size"] = world_size;
config["federated_rank"] = rank;
xgboost::collective::Init(config);
std::forward<Function>(function)(std::forward<Args>(args)...);
xgboost::collective::Finalize();
});
}
for (auto& thread : threads) {
thread.join();
}
}
} // namespace xgboost