Utilities and cleanups for socket. (#9576)

- Use c++-17 nodiscard and nested ns.
- Add bind method to socket.
- Remove rabit parameters.
This commit is contained in:
Jiaming Yuan 2023-09-14 01:41:42 +08:00 committed by GitHub
parent 5abe50ff8c
commit b438d684d2
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12 changed files with 187 additions and 75 deletions

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@ -1554,29 +1554,19 @@ XGB_DLL int XGBoosterFeatureScore(BoosterHandle handle, const char *config,
* \param config JSON encoded configuration. Accepted JSON keys are: * \param config JSON encoded configuration. Accepted JSON keys are:
* - xgboost_communicator: The type of the communicator. Can be set as an environment variable. * - xgboost_communicator: The type of the communicator. Can be set as an environment variable.
* * rabit: Use Rabit. This is the default if the type is unspecified. * * rabit: Use Rabit. This is the default if the type is unspecified.
* * mpi: Use MPI.
* * federated: Use the gRPC interface for Federated Learning. * * federated: Use the gRPC interface for Federated Learning.
* Only applicable to the Rabit communicator (these are case-sensitive): * Only applicable to the Rabit communicator (these are case-sensitive):
* - rabit_tracker_uri: Hostname of the tracker. * - rabit_tracker_uri: Hostname of the tracker.
* - rabit_tracker_port: Port number of the tracker. * - rabit_tracker_port: Port number of the tracker.
* - rabit_task_id: ID of the current task, can be used to obtain deterministic rank assignment. * - rabit_task_id: ID of the current task, can be used to obtain deterministic rank assignment.
* - rabit_world_size: Total number of workers. * - rabit_world_size: Total number of workers.
* - rabit_hadoop_mode: Enable Hadoop support.
* - rabit_tree_reduce_minsize: Minimal size for tree reduce.
* - rabit_reduce_ring_mincount: Minimal count to perform ring reduce.
* - rabit_reduce_buffer: Size of the reduce buffer.
* - rabit_bootstrap_cache: Size of the bootstrap cache.
* - rabit_debug: Enable debugging.
* - rabit_timeout: Enable timeout. * - rabit_timeout: Enable timeout.
* - rabit_timeout_sec: Timeout in seconds. * - rabit_timeout_sec: Timeout in seconds.
* - rabit_enable_tcp_no_delay: Enable TCP no delay on Unix platforms.
* Only applicable to the Rabit communicator (these are case-sensitive, and can be set as * Only applicable to the Rabit communicator (these are case-sensitive, and can be set as
* environment variables): * environment variables):
* - DMLC_TRACKER_URI: Hostname of the tracker. * - DMLC_TRACKER_URI: Hostname of the tracker.
* - DMLC_TRACKER_PORT: Port number of the tracker. * - DMLC_TRACKER_PORT: Port number of the tracker.
* - DMLC_TASK_ID: ID of the current task, can be used to obtain deterministic rank assignment. * - DMLC_TASK_ID: ID of the current task, can be used to obtain deterministic rank assignment.
* - DMLC_ROLE: Role of the current task, "worker" or "server".
* - DMLC_NUM_ATTEMPT: Number of attempts after task failure.
* - DMLC_WORKER_CONNECT_RETRY: Number of retries to connect to the tracker. * - DMLC_WORKER_CONNECT_RETRY: Number of retries to connect to the tracker.
* Only applicable to the Federated communicator (use upper case for environment variables, use * Only applicable to the Federated communicator (use upper case for environment variables, use
* lower case for runtime configuration): * lower case for runtime configuration):

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@ -215,9 +215,9 @@ class SockAddrV4 {
static SockAddrV4 Loopback(); static SockAddrV4 Loopback();
static SockAddrV4 InaddrAny(); static SockAddrV4 InaddrAny();
in_port_t Port() const { return ntohs(addr_.sin_port); } [[nodiscard]] in_port_t Port() const { return ntohs(addr_.sin_port); }
std::string Addr() const { [[nodiscard]] std::string Addr() const {
char buf[INET_ADDRSTRLEN]; char buf[INET_ADDRSTRLEN];
auto const *s = system::inet_ntop(static_cast<std::int32_t>(SockDomain::kV4), &addr_.sin_addr, auto const *s = system::inet_ntop(static_cast<std::int32_t>(SockDomain::kV4), &addr_.sin_addr,
buf, INET_ADDRSTRLEN); buf, INET_ADDRSTRLEN);
@ -226,7 +226,7 @@ class SockAddrV4 {
} }
return {buf}; return {buf};
} }
sockaddr_in const &Handle() const { return addr_; } [[nodiscard]] sockaddr_in const &Handle() const { return addr_; }
}; };
/** /**
@ -243,13 +243,13 @@ class SockAddress {
explicit SockAddress(SockAddrV6 const &addr) : v6_{addr}, domain_{SockDomain::kV6} {} explicit SockAddress(SockAddrV6 const &addr) : v6_{addr}, domain_{SockDomain::kV6} {}
explicit SockAddress(SockAddrV4 const &addr) : v4_{addr} {} explicit SockAddress(SockAddrV4 const &addr) : v4_{addr} {}
auto Domain() const { return domain_; } [[nodiscard]] auto Domain() const { return domain_; }
bool IsV4() const { return Domain() == SockDomain::kV4; } [[nodiscard]] bool IsV4() const { return Domain() == SockDomain::kV4; }
bool IsV6() const { return !IsV4(); } [[nodiscard]] bool IsV6() const { return !IsV4(); }
auto const &V4() const { return v4_; } [[nodiscard]] auto const &V4() const { return v4_; }
auto const &V6() const { return v6_; } [[nodiscard]] auto const &V6() const { return v6_; }
}; };
/** /**
@ -261,6 +261,7 @@ class TCPSocket {
private: private:
HandleT handle_{InvalidSocket()}; HandleT handle_{InvalidSocket()};
bool non_blocking_{false};
// There's reliable no way to extract domain from a socket without first binding that // There's reliable no way to extract domain from a socket without first binding that
// socket on macos. // socket on macos.
#if defined(__APPLE__) #if defined(__APPLE__)
@ -276,7 +277,7 @@ class TCPSocket {
/** /**
* \brief Return the socket domain. * \brief Return the socket domain.
*/ */
auto Domain() const -> SockDomain { [[nodiscard]] auto Domain() const -> SockDomain {
auto ret_iafamily = [](std::int32_t domain) { auto ret_iafamily = [](std::int32_t domain) {
switch (domain) { switch (domain) {
case AF_INET: case AF_INET:
@ -321,10 +322,10 @@ class TCPSocket {
#endif // platforms #endif // platforms
} }
bool IsClosed() const { return handle_ == InvalidSocket(); } [[nodiscard]] bool IsClosed() const { return handle_ == InvalidSocket(); }
/** \brief get last error code if any */ /** @brief get last error code if any */
Result GetSockError() const { [[nodiscard]] Result GetSockError() const {
std::int32_t optval = 0; std::int32_t optval = 0;
socklen_t len = sizeof(optval); socklen_t len = sizeof(optval);
auto ret = getsockopt(handle_, SOL_SOCKET, SO_ERROR, reinterpret_cast<char *>(&optval), &len); auto ret = getsockopt(handle_, SOL_SOCKET, SO_ERROR, reinterpret_cast<char *>(&optval), &len);
@ -340,7 +341,7 @@ class TCPSocket {
} }
/** \brief check if anything bad happens */ /** \brief check if anything bad happens */
bool BadSocket() const { [[nodiscard]] bool BadSocket() const {
if (IsClosed()) { if (IsClosed()) {
return true; return true;
} }
@ -352,24 +353,56 @@ class TCPSocket {
return false; return false;
} }
void SetNonBlock(bool non_block) { [[nodiscard]] Result NonBlocking(bool non_block) {
#if defined(_WIN32) #if defined(_WIN32)
u_long mode = non_block ? 1 : 0; u_long mode = non_block ? 1 : 0;
xgboost_CHECK_SYS_CALL(ioctlsocket(handle_, FIONBIO, &mode), NO_ERROR); if (ioctlsocket(handle_, FIONBIO, &mode) != NO_ERROR) {
return system::FailWithCode("Failed to set socket to non-blocking.");
}
#else #else
std::int32_t flag = fcntl(handle_, F_GETFL, 0); std::int32_t flag = fcntl(handle_, F_GETFL, 0);
if (flag == -1) { auto rc = flag;
system::ThrowAtError("fcntl"); if (rc == -1) {
return system::FailWithCode("Failed to get socket flag.");
} }
if (non_block) { if (non_block) {
flag |= O_NONBLOCK; flag |= O_NONBLOCK;
} else { } else {
flag &= ~O_NONBLOCK; flag &= ~O_NONBLOCK;
} }
if (fcntl(handle_, F_SETFL, flag) == -1) { rc = fcntl(handle_, F_SETFL, flag);
system::ThrowAtError("fcntl"); if (rc == -1) {
return system::FailWithCode("Failed to set socket to non-blocking.");
} }
#endif // _WIN32 #endif // _WIN32
non_blocking_ = non_block;
return Success();
}
[[nodiscard]] bool NonBlocking() const { return non_blocking_; }
[[nodiscard]] Result RecvTimeout(std::chrono::seconds timeout) {
timeval tv;
tv.tv_sec = timeout.count();
tv.tv_usec = 0;
auto rc = setsockopt(Handle(), SOL_SOCKET, SO_RCVTIMEO, reinterpret_cast<char const *>(&tv),
sizeof(tv));
if (rc != 0) {
return system::FailWithCode("Failed to set timeout on recv.");
}
return Success();
}
[[nodiscard]] Result SetBufSize(std::int32_t n_bytes) {
auto rc = setsockopt(this->Handle(), SOL_SOCKET, SO_SNDBUF, reinterpret_cast<char *>(&n_bytes),
sizeof(n_bytes));
if (rc != 0) {
return system::FailWithCode("Failed to set send buffer size.");
}
rc = setsockopt(this->Handle(), SOL_SOCKET, SO_RCVBUF, reinterpret_cast<char *>(&n_bytes),
sizeof(n_bytes));
if (rc != 0) {
return system::FailWithCode("Failed to set recv buffer size.");
}
return Success();
} }
void SetKeepAlive() { void SetKeepAlive() {
@ -391,7 +424,7 @@ class TCPSocket {
* \brief Accept new connection, returns a new TCP socket for the new connection. * \brief Accept new connection, returns a new TCP socket for the new connection.
*/ */
TCPSocket Accept() { TCPSocket Accept() {
HandleT newfd = accept(handle_, nullptr, nullptr); HandleT newfd = accept(Handle(), nullptr, nullptr);
if (newfd == InvalidSocket()) { if (newfd == InvalidSocket()) {
system::ThrowAtError("accept"); system::ThrowAtError("accept");
} }
@ -399,6 +432,18 @@ class TCPSocket {
return newsock; return newsock;
} }
[[nodiscard]] Result Accept(TCPSocket *out, SockAddrV4 *addr) {
struct sockaddr_in caddr;
socklen_t caddr_len = sizeof(caddr);
HandleT newfd = accept(Handle(), reinterpret_cast<sockaddr *>(&caddr), &caddr_len);
if (newfd == InvalidSocket()) {
return system::FailWithCode("Failed to accept.");
}
*addr = SockAddrV4{caddr};
*out = TCPSocket{newfd};
return Success();
}
~TCPSocket() { ~TCPSocket() {
if (!IsClosed()) { if (!IsClosed()) {
Close(); Close();
@ -413,9 +458,9 @@ class TCPSocket {
return *this; return *this;
} }
/** /**
* \brief Return the native socket file descriptor. * @brief Return the native socket file descriptor.
*/ */
HandleT const &Handle() const { return handle_; } [[nodiscard]] HandleT const &Handle() const { return handle_; }
/** /**
* \brief Listen to incoming requests. Should be called after bind. * \brief Listen to incoming requests. Should be called after bind.
*/ */
@ -448,6 +493,49 @@ class TCPSocket {
return ntohs(res_addr.sin_port); return ntohs(res_addr.sin_port);
} }
} }
[[nodiscard]] auto Port() const {
if (this->Domain() == SockDomain::kV4) {
sockaddr_in res_addr;
socklen_t addrlen = sizeof(res_addr);
auto code = getsockname(handle_, reinterpret_cast<sockaddr *>(&res_addr), &addrlen);
if (code != 0) {
return std::make_pair(system::FailWithCode("getsockname"), std::int32_t{0});
}
return std::make_pair(Success(), std::int32_t{ntohs(res_addr.sin_port)});
} else {
sockaddr_in6 res_addr;
socklen_t addrlen = sizeof(res_addr);
auto code = getsockname(handle_, reinterpret_cast<sockaddr *>(&res_addr), &addrlen);
if (code != 0) {
return std::make_pair(system::FailWithCode("getsockname"), std::int32_t{0});
}
return std::make_pair(Success(), std::int32_t{ntohs(res_addr.sin6_port)});
}
}
[[nodiscard]] Result Bind(StringView ip, std::int32_t *port) {
// bind socket handle_ to ip
auto addr = MakeSockAddress(ip, 0);
std::int32_t errc{0};
if (addr.IsV4()) {
auto handle = reinterpret_cast<sockaddr const *>(&addr.V4().Handle());
errc = bind(handle_, handle, sizeof(std::remove_reference_t<decltype(addr.V4().Handle())>));
} else {
auto handle = reinterpret_cast<sockaddr const *>(&addr.V6().Handle());
errc = bind(handle_, handle, sizeof(std::remove_reference_t<decltype(addr.V6().Handle())>));
}
if (errc != 0) {
return system::FailWithCode("Failed to bind socket.");
}
auto [rc, new_port] = this->Port();
if (!rc.OK()) {
return std::move(rc);
}
*port = new_port;
return Success();
}
/** /**
* \brief Send data, without error then all data should be sent. * \brief Send data, without error then all data should be sent.
*/ */
@ -567,13 +655,9 @@ class TCPSocket {
xgboost::collective::TCPSocket *out_conn); xgboost::collective::TCPSocket *out_conn);
/** /**
* \brief Get the local host name. * @brief Get the local host name.
*/ */
inline std::string GetHostName() { [[nodiscard]] Result GetHostName(std::string *p_out);
char buf[HOST_NAME_MAX];
xgboost_CHECK_SYS_CALL(gethostname(&buf[0], HOST_NAME_MAX), 0);
return buf;
}
} // namespace collective } // namespace collective
} // namespace xgboost } // namespace xgboost

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@ -372,6 +372,19 @@ class Json {
/*! \brief Use your own JsonWriter. */ /*! \brief Use your own JsonWriter. */
static void Dump(Json json, JsonWriter* writer); static void Dump(Json json, JsonWriter* writer);
template <typename Container = std::string>
static Container Dump(Json json) {
if constexpr (std::is_same_v<Container, std::string>) {
std::string str;
Dump(json, &str);
return str;
} else {
std::vector<char> str;
Dump(json, &str);
return str;
}
}
Json() = default; Json() = default;
// number // number

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@ -29,7 +29,7 @@ struct StringView {
public: public:
constexpr StringView() = default; constexpr StringView() = default;
constexpr StringView(CharT const* str, std::size_t size) : str_{str}, size_{size} {} constexpr StringView(CharT const* str, std::size_t size) : str_{str}, size_{size} {}
explicit StringView(std::string const& str) : str_{str.c_str()}, size_{str.size()} {} StringView(std::string const& str) : str_{str.c_str()}, size_{str.size()} {} // NOLINT
constexpr StringView(CharT const* str) // NOLINT constexpr StringView(CharT const* str) // NOLINT
: str_{str}, size_{str == nullptr ? 0ul : Traits::length(str)} {} : str_{str}, size_{str == nullptr ? 0ul : Traits::length(str)} {}

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@ -11,9 +11,7 @@
#include <limits> #include <limits>
#include <string> #include <string>
namespace xgboost { namespace xgboost::federated {
namespace federated {
/** /**
* @brief A wrapper around the gRPC client. * @brief A wrapper around the gRPC client.
*/ */
@ -112,6 +110,4 @@ class FederatedClient {
int const rank_; int const rank_;
uint64_t sequence_number_{}; uint64_t sequence_number_{};
}; };
} // namespace xgboost::federated
} // namespace federated
} // namespace xgboost

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@ -9,9 +9,7 @@
#include "../../src/common/io.h" #include "../../src/common/io.h"
#include "federated_client.h" #include "federated_client.h"
namespace xgboost { namespace xgboost::collective {
namespace collective {
/** /**
* @brief A Federated Learning communicator class that handles collective communication. * @brief A Federated Learning communicator class that handles collective communication.
*/ */
@ -118,13 +116,13 @@ class FederatedCommunicator : public Communicator {
* \brief Get if the communicator is distributed. * \brief Get if the communicator is distributed.
* \return True. * \return True.
*/ */
bool IsDistributed() const override { return true; } [[nodiscard]] bool IsDistributed() const override { return true; }
/** /**
* \brief Get if the communicator is federated. * \brief Get if the communicator is federated.
* \return True. * \return True.
*/ */
bool IsFederated() const override { return true; } [[nodiscard]] bool IsFederated() const override { return true; }
/** /**
* \brief Perform in-place allgather. * \brief Perform in-place allgather.
@ -189,5 +187,4 @@ class FederatedCommunicator : public Communicator {
private: private:
std::unique_ptr<xgboost::federated::FederatedClient> client_{}; std::unique_ptr<xgboost::federated::FederatedClient> client_{};
}; };
} // namespace collective } // namespace xgboost::collective
} // namespace xgboost

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@ -11,9 +11,7 @@
#include "../../src/common/io.h" #include "../../src/common/io.h"
namespace xgboost { namespace xgboost::federated {
namespace federated {
grpc::Status FederatedService::Allgather(grpc::ServerContext*, AllgatherRequest const* request, grpc::Status FederatedService::Allgather(grpc::ServerContext*, AllgatherRequest const* request,
AllgatherReply* reply) { AllgatherReply* reply) {
handler_.Allgather(request->send_buffer().data(), request->send_buffer().size(), handler_.Allgather(request->send_buffer().data(), request->send_buffer().size(),
@ -75,6 +73,4 @@ void RunInsecureServer(int port, int world_size) {
server->Wait(); server->Wait();
} }
} // namespace xgboost::federated
} // namespace federated
} // namespace xgboost

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@ -115,9 +115,12 @@ bool AllreduceBase::Init(int argc, char* argv[]) {
// start socket // start socket
xgboost::system::SocketStartup(); xgboost::system::SocketStartup();
utils::Assert(all_links.size() == 0, "can only call Init once"); utils::Assert(all_links.size() == 0, "can only call Init once");
this->host_uri = xgboost::collective::GetHostName(); auto rc = xgboost::collective::GetHostName(&this->host_uri);
if (!rc.OK()) {
LOG(FATAL) << rc.Report();
}
// get information from tracker // get information from tracker
auto rc = this->ReConnectLinks(); rc = this->ReConnectLinks();
if (rc.OK()) { if (rc.OK()) {
return true; return true;
} }
@ -406,13 +409,14 @@ void AllreduceBase::SetParam(const char *name, const char *val) {
if (!match) all_links.emplace_back(std::move(r)); if (!match) all_links.emplace_back(std::move(r));
} }
sock_listen.Close(); sock_listen.Close();
this->parent_index = -1; this->parent_index = -1;
// setup tree links and ring structure // setup tree links and ring structure
tree_links.plinks.clear(); tree_links.plinks.clear();
for (auto &all_link : all_links) { for (auto &all_link : all_links) {
utils::Assert(!all_link.sock.BadSocket(), "ReConnectLink: bad socket"); utils::Assert(!all_link.sock.BadSocket(), "ReConnectLink: bad socket");
// set the socket to non-blocking mode, enable TCP keepalive // set the socket to non-blocking mode, enable TCP keepalive
all_link.sock.SetNonBlock(true); CHECK(all_link.sock.NonBlocking(true).OK());
all_link.sock.SetKeepAlive(); all_link.sock.SetKeepAlive();
if (rabit_enable_tcp_no_delay) { if (rabit_enable_tcp_no_delay) {
all_link.sock.SetNoDelay(); all_link.sock.SetNoDelay();

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@ -11,9 +11,7 @@
#include "../../plugin/federated/federated_communicator.h" #include "../../plugin/federated/federated_communicator.h"
#endif #endif
namespace xgboost { namespace xgboost::collective {
namespace collective {
thread_local std::unique_ptr<Communicator> Communicator::communicator_{new NoOpCommunicator()}; thread_local std::unique_ptr<Communicator> Communicator::communicator_{new NoOpCommunicator()};
thread_local CommunicatorType Communicator::type_{}; thread_local CommunicatorType Communicator::type_{};
@ -57,6 +55,4 @@ void Communicator::Finalize() {
communicator_.reset(new NoOpCommunicator()); communicator_.reset(new NoOpCommunicator());
} }
#endif #endif
} // namespace xgboost::collective
} // namespace collective
} // namespace xgboost

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@ -3,6 +3,7 @@
*/ */
#include "xgboost/collective/socket.h" #include "xgboost/collective/socket.h"
#include <array> // for array
#include <cstddef> // std::size_t #include <cstddef> // std::size_t
#include <cstdint> // std::int32_t #include <cstdint> // std::int32_t
#include <cstring> // std::memcpy, std::memset #include <cstring> // std::memcpy, std::memset
@ -92,13 +93,18 @@ std::size_t TCPSocket::Recv(std::string *p_str) {
conn = TCPSocket::Create(addr.Domain()); conn = TCPSocket::Create(addr.Domain());
CHECK_EQ(static_cast<std::int32_t>(conn.Domain()), static_cast<std::int32_t>(addr.Domain())); CHECK_EQ(static_cast<std::int32_t>(conn.Domain()), static_cast<std::int32_t>(addr.Domain()));
conn.SetNonBlock(true); auto non_blocking = conn.NonBlocking();
auto rc = conn.NonBlocking(true);
if (!rc.OK()) {
return Fail("Failed to set socket option.", std::move(rc));
}
Result last_error; Result last_error;
auto log_failure = [&host, &last_error](Result err, char const *file, std::int32_t line) { auto log_failure = [&host, &last_error, port](Result err, char const *file, std::int32_t line) {
last_error = std::move(err); last_error = std::move(err);
LOG(WARNING) << std::filesystem::path{file}.filename().string() << "(" << line LOG(WARNING) << std::filesystem::path{file}.filename().string() << "(" << line
<< "): Failed to connect to:" << host << " Error:" << last_error.Report(); << "): Failed to connect to:" << host << ":" << port
<< " Error:" << last_error.Report();
}; };
for (std::int32_t attempt = 0; attempt < std::max(retry, 1); ++attempt) { for (std::int32_t attempt = 0; attempt < std::max(retry, 1); ++attempt) {
@ -138,12 +144,9 @@ std::size_t TCPSocket::Recv(std::string *p_str) {
continue; continue;
} }
conn.SetNonBlock(false); return conn.NonBlocking(non_blocking);
return Success();
} else { } else {
conn.SetNonBlock(false); return conn.NonBlocking(non_blocking);
return Success();
} }
} }
@ -152,4 +155,13 @@ std::size_t TCPSocket::Recv(std::string *p_str) {
conn.Close(); conn.Close();
return Fail(ss.str(), std::move(last_error)); return Fail(ss.str(), std::move(last_error));
} }
[[nodiscard]] Result GetHostName(std::string *p_out) {
std::array<char, HOST_NAME_MAX> buf;
if (gethostname(&buf[0], HOST_NAME_MAX) != 0) {
return system::FailWithCode("Failed to get host name.");
}
*p_out = buf.data();
return Success();
}
} // namespace xgboost::collective } // namespace xgboost::collective

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@ -73,4 +73,15 @@ TEST(Socket, Basic) {
system::SocketFinalize(); system::SocketFinalize();
} }
TEST(Socket, Bind) {
system::SocketStartup();
auto any = SockAddrV4::InaddrAny().Addr();
auto sock = TCPSocket::Create(SockDomain::kV4);
std::int32_t port{0};
auto rc = sock.Bind(any, &port);
ASSERT_TRUE(rc.OK());
ASSERT_NE(port, 0);
system::SocketFinalize();
}
} // namespace xgboost::collective } // namespace xgboost::collective

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@ -4,6 +4,7 @@
#include <gtest/gtest.h> #include <gtest/gtest.h>
#include <fstream> #include <fstream>
#include <iterator> // for back_inserter
#include <map> #include <map>
#include "../../../src/common/charconv.h" #include "../../../src/common/charconv.h"
@ -691,4 +692,16 @@ TEST(Json, TypeCheck) {
ASSERT_NE(err.find("foo"), std::string::npos); ASSERT_NE(err.find("foo"), std::string::npos);
} }
} }
TEST(Json, Dump) {
auto str = GetModelStr();
auto jobj = Json::Load(str);
std::string result_s = Json::Dump(jobj);
std::vector<char> result_v = Json::Dump<std::vector<char>>(jobj);
ASSERT_EQ(result_s.size(), result_v.size());
for (std::size_t i = 0; i < result_s.size(); ++i) {
ASSERT_EQ(result_s[i], result_v[i]);
}
}
} // namespace xgboost } // namespace xgboost