merge latest change from upstream

This commit is contained in:
Hui Liu
2024-04-22 09:35:31 -07:00
146 changed files with 3111 additions and 1027 deletions

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@@ -81,7 +81,7 @@ target_include_directories(testxgboost
${xgboost_SOURCE_DIR}/rabit/include)
target_link_libraries(testxgboost
PRIVATE
${GTEST_LIBRARIES})
GTest::gtest GTest::gmock)
set_output_directory(testxgboost ${xgboost_BINARY_DIR})

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@@ -1,5 +1,5 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gtest/gtest.h> // for ASSERT_EQ
#include <xgboost/span.h> // for Span, oper...
@@ -34,8 +34,8 @@ class Worker : public WorkerForTest {
std::vector<std::int32_t> data(comm_.World(), 0);
data[comm_.Rank()] = comm_.Rank();
auto rc = RingAllgather(this->comm_, common::Span{data.data(), data.size()}, 1);
ASSERT_TRUE(rc.OK()) << rc.Report();
auto rc = RingAllgather(this->comm_, common::Span{data.data(), data.size()});
SafeColl(rc);
for (std::int32_t r = 0; r < comm_.World(); ++r) {
ASSERT_EQ(data[r], r);
@@ -51,8 +51,8 @@ class Worker : public WorkerForTest {
auto seg = s_data.subspan(comm_.Rank() * n, n);
std::iota(seg.begin(), seg.end(), comm_.Rank());
auto rc = RingAllgather(comm_, common::Span{data.data(), data.size()}, n);
ASSERT_TRUE(rc.OK()) << rc.Report();
auto rc = RingAllgather(comm_, common::Span{data.data(), data.size()});
SafeColl(rc);
for (std::int32_t r = 0; r < comm_.World(); ++r) {
auto seg = s_data.subspan(r * n, n);
@@ -81,7 +81,7 @@ class Worker : public WorkerForTest {
std::vector<std::int32_t> data(comm_.Rank() + 1, comm_.Rank());
std::vector<std::int32_t> result;
auto rc = RingAllgatherV(comm_, common::Span{data.data(), data.size()}, &result);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
ASSERT_EQ(result.size(), (1 + comm_.World()) * comm_.World() / 2);
CheckV(result);
}
@@ -91,7 +91,7 @@ class Worker : public WorkerForTest {
std::int32_t n{comm_.Rank()};
std::vector<std::int32_t> result;
auto rc = RingAllgatherV(comm_, common::Span{&n, 1}, &result);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
for (std::int32_t i = 0; i < comm_.World(); ++i) {
ASSERT_EQ(result[i], i);
}
@@ -104,8 +104,8 @@ class Worker : public WorkerForTest {
std::vector<std::int64_t> sizes(comm_.World(), 0);
sizes[comm_.Rank()] = s_data.size_bytes();
auto rc = RingAllgather(comm_, common::Span{sizes.data(), sizes.size()}, 1);
ASSERT_TRUE(rc.OK()) << rc.Report();
auto rc = RingAllgather(comm_, common::Span{sizes.data(), sizes.size()});
SafeColl(rc);
std::shared_ptr<Coll> pcoll{new Coll{}};
std::vector<std::int64_t> recv_segments(comm_.World() + 1, 0);

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@@ -1,5 +1,5 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#if defined(XGBOOST_USE_NCCL) || defined(XGBOOST_USE_RCCL)
#include <gtest/gtest.h>
@@ -33,8 +33,8 @@ class Worker : public NCCLWorkerForTest {
// get size
std::vector<std::int64_t> sizes(comm_.World(), -1);
sizes[comm_.Rank()] = s_data.size_bytes();
auto rc = RingAllgather(comm_, common::Span{sizes.data(), sizes.size()}, 1);
ASSERT_TRUE(rc.OK()) << rc.Report();
auto rc = RingAllgather(comm_, common::Span{sizes.data(), sizes.size()});
SafeColl(rc);
// create result
dh::device_vector<std::int32_t> result(comm_.World(), -1);
auto s_result = common::EraseType(dh::ToSpan(result));
@@ -42,7 +42,7 @@ class Worker : public NCCLWorkerForTest {
std::vector<std::int64_t> recv_seg(nccl_comm_->World() + 1, 0);
rc = nccl_coll_->AllgatherV(*nccl_comm_, s_data, common::Span{sizes.data(), sizes.size()},
common::Span{recv_seg.data(), recv_seg.size()}, s_result, algo);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
for (std::int32_t i = 0; i < comm_.World(); ++i) {
ASSERT_EQ(result[i], i);
@@ -57,8 +57,8 @@ class Worker : public NCCLWorkerForTest {
// get size
std::vector<std::int64_t> sizes(nccl_comm_->World(), 0);
sizes[comm_.Rank()] = dh::ToSpan(data).size_bytes();
auto rc = RingAllgather(comm_, common::Span{sizes.data(), sizes.size()}, 1);
ASSERT_TRUE(rc.OK()) << rc.Report();
auto rc = RingAllgather(comm_, common::Span{sizes.data(), sizes.size()});
SafeColl(rc);
auto n_bytes = std::accumulate(sizes.cbegin(), sizes.cend(), 0);
// create result
dh::device_vector<std::int32_t> result(n_bytes / sizeof(std::int32_t), -1);
@@ -67,7 +67,7 @@ class Worker : public NCCLWorkerForTest {
std::vector<std::int64_t> recv_seg(nccl_comm_->World() + 1, 0);
rc = nccl_coll_->AllgatherV(*nccl_comm_, s_data, common::Span{sizes.data(), sizes.size()},
common::Span{recv_seg.data(), recv_seg.size()}, s_result, algo);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
// check segment size
if (algo != AllgatherVAlgo::kBcast) {
auto size = recv_seg[nccl_comm_->Rank() + 1] - recv_seg[nccl_comm_->Rank()];

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@@ -1,11 +1,12 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <numeric> // for iota
#include "../../../src/collective/allreduce.h"
#include "../../../src/collective/coll.h" // for Coll
#include "../../../src/collective/tracker.h"
#include "../../../src/common/type.h" // for EraseType
#include "test_worker.h" // for WorkerForTest, TestDistributed
@@ -58,7 +59,7 @@ class AllreduceWorker : public WorkerForTest {
auto pcoll = std::shared_ptr<Coll>{new Coll{}};
auto rc = pcoll->Allreduce(comm_, common::EraseType(common::Span{data.data(), data.size()}),
ArrayInterfaceHandler::kU4, Op::kBitwiseOR);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
for (auto v : data) {
ASSERT_EQ(v, ~std::uint32_t{0});
}

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@@ -1,11 +1,11 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#if defined(XGBOOST_USE_NCCL) || defined(XGBOOST_USE_RCCL)
#include <gtest/gtest.h>
#include <thrust/host_vector.h> // for host_vector
#include "../../../src/common/common.h"
#include "../../../src/common/common.h" // for AllVisibleGPUs
#include "../../../src/common/device_helpers.cuh" // for ToSpan, device_vector
#include "../../../src/common/type.h" // for EraseType
#include "test_worker.cuh" // for NCCLWorkerForTest
@@ -24,7 +24,7 @@ class Worker : public NCCLWorkerForTest {
data[comm_.Rank()] = ~std::uint32_t{0};
auto rc = nccl_coll_->Allreduce(*nccl_comm_, common::EraseType(dh::ToSpan(data)),
ArrayInterfaceHandler::kU4, Op::kBitwiseOR);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
thrust::host_vector<std::uint32_t> h_data(data.size());
thrust::copy(data.cbegin(), data.cend(), h_data.begin());
for (auto v : h_data) {
@@ -36,7 +36,7 @@ class Worker : public NCCLWorkerForTest {
dh::device_vector<double> data(314, 1.5);
auto rc = nccl_coll_->Allreduce(*nccl_comm_, common::EraseType(dh::ToSpan(data)),
ArrayInterfaceHandler::kF8, Op::kSum);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
for (std::size_t i = 0; i < data.size(); ++i) {
auto v = data[i];
ASSERT_EQ(v, 1.5 * static_cast<double>(comm_.World())) << i;

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@@ -1,5 +1,5 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <xgboost/collective/socket.h>
@@ -10,7 +10,6 @@
#include <vector> // for vector
#include "../../../src/collective/broadcast.h" // for Broadcast
#include "../../../src/collective/tracker.h" // for GetHostAddress
#include "test_worker.h" // for WorkerForTest, TestDistributed
namespace xgboost::collective {
@@ -24,14 +23,14 @@ class Worker : public WorkerForTest {
// basic test
std::vector<std::int32_t> data(1, comm_.Rank());
auto rc = Broadcast(this->comm_, common::Span{data.data(), data.size()}, r);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
ASSERT_EQ(data[0], r);
}
for (std::int32_t r = 0; r < comm_.World(); ++r) {
std::vector<std::int32_t> data(1 << 16, comm_.Rank());
auto rc = Broadcast(this->comm_, common::Span{data.data(), data.size()}, r);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
ASSERT_EQ(data[0], r);
}
}
@@ -41,11 +40,11 @@ class BroadcastTest : public SocketTest {};
} // namespace
TEST_F(BroadcastTest, Basic) {
std::int32_t n_workers = std::min(7u, std::thread::hardware_concurrency());
std::int32_t n_workers = std::min(2u, std::thread::hardware_concurrency());
TestDistributed(n_workers, [=](std::string host, std::int32_t port, std::chrono::seconds timeout,
std::int32_t r) {
Worker worker{host, port, timeout, n_workers, r};
worker.Run();
});
} // namespace
}
} // namespace xgboost::collective

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@@ -25,13 +25,13 @@ TEST_F(TrackerAPITest, CAPI) {
auto config_str = Json::Dump(config);
auto rc = XGTrackerCreate(config_str.c_str(), &handle);
ASSERT_EQ(rc, 0);
rc = XGTrackerRun(handle);
rc = XGTrackerRun(handle, nullptr);
ASSERT_EQ(rc, 0);
std::thread bg_wait{[&] {
Json config{Object{}};
auto config_str = Json::Dump(config);
auto rc = XGTrackerWait(handle, config_str.c_str());
auto rc = XGTrackerWaitFor(handle, config_str.c_str());
ASSERT_EQ(rc, 0);
}};
@@ -42,8 +42,8 @@ TEST_F(TrackerAPITest, CAPI) {
std::string host;
ASSERT_TRUE(GetHostAddress(&host).OK());
ASSERT_EQ(host, get<String const>(args["DMLC_TRACKER_URI"]));
auto port = get<Integer const>(args["DMLC_TRACKER_PORT"]);
ASSERT_EQ(host, get<String const>(args["dmlc_tracker_uri"]));
auto port = get<Integer const>(args["dmlc_tracker_port"]);
ASSERT_NE(port, 0);
std::vector<std::thread> workers;

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@@ -1,5 +1,5 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
@@ -14,7 +14,7 @@ class CommTest : public TrackerTest {};
TEST_F(CommTest, Channel) {
auto n_workers = 4;
RabitTracker tracker{host, n_workers, 0, timeout};
RabitTracker tracker{MakeTrackerConfig(host, n_workers, timeout)};
auto fut = tracker.Run();
std::vector<std::thread> workers;
@@ -29,7 +29,7 @@ TEST_F(CommTest, Channel) {
return p_chan->SendAll(
EraseType(common::Span<std::int32_t const>{&i, static_cast<std::size_t>(1)}));
} << [&] { return p_chan->Block(); };
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
} else {
auto p_chan = worker.Comm().Chan(i - 1);
std::int32_t r{-1};
@@ -37,7 +37,7 @@ TEST_F(CommTest, Channel) {
return p_chan->RecvAll(
EraseType(common::Span<std::int32_t>{&r, static_cast<std::size_t>(1)}));
} << [&] { return p_chan->Block(); };
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
ASSERT_EQ(r, i - 1);
}
});

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@@ -17,17 +17,6 @@
namespace xgboost::collective {
namespace {
auto MakeConfig(std::string host, std::int32_t port, std::chrono::seconds timeout, std::int32_t r) {
Json config{Object{}};
config["dmlc_communicator"] = std::string{"rabit"};
config["DMLC_TRACKER_URI"] = host;
config["DMLC_TRACKER_PORT"] = port;
config["dmlc_timeout_sec"] = static_cast<std::int64_t>(timeout.count());
config["DMLC_TASK_ID"] = std::to_string(r);
config["dmlc_retry"] = 2;
return config;
}
class CommGroupTest : public SocketTest {};
} // namespace
@@ -36,7 +25,7 @@ TEST_F(CommGroupTest, Basic) {
TestDistributed(n_workers, [&](std::string host, std::int32_t port, std::chrono::seconds timeout,
std::int32_t r) {
Context ctx;
auto config = MakeConfig(host, port, timeout, r);
auto config = MakeDistributedTestConfig(host, port, timeout, r);
std::unique_ptr<CommGroup> ptr{CommGroup::Create(config)};
ASSERT_TRUE(ptr->IsDistributed());
ASSERT_EQ(ptr->World(), n_workers);
@@ -52,7 +41,7 @@ TEST_F(CommGroupTest, BasicGPU) {
TestDistributed(n_workers, [&](std::string host, std::int32_t port, std::chrono::seconds timeout,
std::int32_t r) {
auto ctx = MakeCUDACtx(r);
auto config = MakeConfig(host, port, timeout, r);
auto config = MakeDistributedTestConfig(host, port, timeout, r);
std::unique_ptr<CommGroup> ptr{CommGroup::Create(config)};
auto const& comm = ptr->Ctx(&ctx, DeviceOrd::CUDA(0));
ASSERT_EQ(comm.TaskID(), std::to_string(r));

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@@ -1,5 +1,5 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gtest/gtest.h> // for ASSERT_TRUE, ASSERT_EQ
#include <xgboost/collective/socket.h> // for TCPSocket, Connect, SocketFinalize, SocketStartup
@@ -28,18 +28,23 @@ class LoopTest : public ::testing::Test {
auto domain = SockDomain::kV4;
pair_.first = TCPSocket::Create(domain);
auto port = pair_.first.BindHost();
pair_.first.Listen();
std::int32_t port{0};
auto rc = Success() << [&] {
return pair_.first.BindHost(&port);
} << [&] {
return pair_.first.Listen();
};
SafeColl(rc);
auto const& addr = SockAddrV4::Loopback().Addr();
auto rc = Connect(StringView{addr}, port, 1, timeout, &pair_.second);
ASSERT_TRUE(rc.OK());
rc = Connect(StringView{addr}, port, 1, timeout, &pair_.second);
SafeColl(rc);
rc = pair_.second.NonBlocking(true);
ASSERT_TRUE(rc.OK());
SafeColl(rc);
pair_.first = pair_.first.Accept();
rc = pair_.first.NonBlocking(true);
ASSERT_TRUE(rc.OK());
SafeColl(rc);
loop_ = std::shared_ptr<Loop>{new Loop{timeout}};
}
@@ -74,8 +79,26 @@ TEST_F(LoopTest, Op) {
loop_->Submit(rop);
auto rc = loop_->Block();
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
ASSERT_EQ(rbuf[0], wbuf[0]);
}
TEST_F(LoopTest, Block) {
// We need to ensure that a blocking call doesn't go unanswered.
auto op = Loop::Op::Sleep(2);
common::Timer t;
t.Start();
loop_->Submit(op);
t.Stop();
// submit is non-blocking
ASSERT_LT(t.ElapsedSeconds(), 1);
t.Start();
auto rc = loop_->Block();
t.Stop();
SafeColl(rc);
ASSERT_GE(t.ElapsedSeconds(), 1);
}
} // namespace xgboost::collective

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@@ -0,0 +1,31 @@
/**
* Copyright 2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <xgboost/collective/result.h>
namespace xgboost::collective {
TEST(Result, Concat) {
auto rc0 = Fail("foo");
auto rc1 = Fail("bar");
auto rc = std::move(rc0) + std::move(rc1);
ASSERT_NE(rc.Report().find("foo"), std::string::npos);
ASSERT_NE(rc.Report().find("bar"), std::string::npos);
auto rc2 = Fail("Another", std::move(rc));
auto assert_that = [](Result const& rc) {
ASSERT_NE(rc.Report().find("Another"), std::string::npos);
ASSERT_NE(rc.Report().find("foo"), std::string::npos);
ASSERT_NE(rc.Report().find("bar"), std::string::npos);
};
assert_that(rc2);
auto empty = Success();
auto rc3 = std::move(empty) + std::move(rc2);
assert_that(rc3);
empty = Success();
auto rc4 = std::move(rc3) + std::move(empty);
assert_that(rc4);
}
} // namespace xgboost::collective

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@@ -1,5 +1,5 @@
/**
* Copyright 2022-2023, XGBoost Contributors
* Copyright 2022-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <xgboost/collective/socket.h>
@@ -21,14 +21,19 @@ TEST_F(SocketTest, Basic) {
auto run_test = [msg](SockDomain domain) {
auto server = TCPSocket::Create(domain);
ASSERT_EQ(server.Domain(), domain);
auto port = server.BindHost();
server.Listen();
std::int32_t port{0};
auto rc = Success() << [&] {
return server.BindHost(&port);
} << [&] {
return server.Listen();
};
SafeColl(rc);
TCPSocket client;
if (domain == SockDomain::kV4) {
auto const& addr = SockAddrV4::Loopback().Addr();
auto rc = Connect(StringView{addr}, port, 1, std::chrono::seconds{3}, &client);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
} else {
auto const& addr = SockAddrV6::Loopback().Addr();
auto rc = Connect(StringView{addr}, port, 1, std::chrono::seconds{3}, &client);
@@ -45,7 +50,8 @@ TEST_F(SocketTest, Basic) {
accepted.Send(msg);
std::string str;
client.Recv(&str);
rc = client.Recv(&str);
SafeColl(rc);
ASSERT_EQ(StringView{str}, msg);
};

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@@ -1,6 +1,7 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gmock/gmock.h>
#include <gtest/gtest.h>
#include <chrono> // for seconds
@@ -10,6 +11,7 @@
#include <vector> // for vector
#include "../../../src/collective/comm.h"
#include "../helpers.h" // for GMockThrow
#include "test_worker.h"
namespace xgboost::collective {
@@ -20,13 +22,13 @@ class PrintWorker : public WorkerForTest {
void Print() {
auto rc = comm_.LogTracker("ack:" + std::to_string(this->comm_.Rank()));
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
}
};
} // namespace
TEST_F(TrackerTest, Bootstrap) {
RabitTracker tracker{host, n_workers, 0, timeout};
RabitTracker tracker{MakeTrackerConfig(host, n_workers, timeout)};
ASSERT_FALSE(tracker.Ready());
auto fut = tracker.Run();
@@ -34,7 +36,7 @@ TEST_F(TrackerTest, Bootstrap) {
auto args = tracker.WorkerArgs();
ASSERT_TRUE(tracker.Ready());
ASSERT_EQ(get<String const>(args["DMLC_TRACKER_URI"]), host);
ASSERT_EQ(get<String const>(args["dmlc_tracker_uri"]), host);
std::int32_t port = tracker.Port();
@@ -44,12 +46,11 @@ TEST_F(TrackerTest, Bootstrap) {
for (auto &w : workers) {
w.join();
}
ASSERT_TRUE(fut.get().OK());
SafeColl(fut.get());
}
TEST_F(TrackerTest, Print) {
RabitTracker tracker{host, n_workers, 0, timeout};
RabitTracker tracker{MakeTrackerConfig(host, n_workers, timeout)};
auto fut = tracker.Run();
std::vector<std::thread> workers;
@@ -73,4 +74,47 @@ TEST_F(TrackerTest, Print) {
}
TEST_F(TrackerTest, GetHostAddress) { ASSERT_TRUE(host.find("127.") == std::string::npos); }
/**
* Test connecting the tracker after it has finished. This should not hang the workers.
*/
TEST_F(TrackerTest, AfterShutdown) {
RabitTracker tracker{MakeTrackerConfig(host, n_workers, timeout)};
auto fut = tracker.Run();
std::vector<std::thread> workers;
auto rc = tracker.WaitUntilReady();
ASSERT_TRUE(rc.OK());
std::int32_t port = tracker.Port();
// Launch no-op workers to cause the tracker to shutdown.
for (std::int32_t i = 0; i < n_workers; ++i) {
workers.emplace_back([=] { WorkerForTest worker{host, port, timeout, n_workers, i}; });
}
for (auto &w : workers) {
w.join();
}
ASSERT_TRUE(fut.get().OK());
// Launch workers again, they should fail.
workers.clear();
for (std::int32_t i = 0; i < n_workers; ++i) {
auto assert_that = [=] {
WorkerForTest worker{host, port, timeout, n_workers, i};
};
// On a Linux platform, the connection will be refused, on Apple platform, this gets
// an operation now in progress poll failure, on Windows, it's a timeout error.
#if defined(__linux__)
workers.emplace_back([=] { ASSERT_THAT(assert_that, GMockThrow("Connection refused")); });
#else
workers.emplace_back([=] { ASSERT_THAT(assert_that, GMockThrow("Failed to connect to")); });
#endif
}
for (auto &w : workers) {
w.join();
}
}
} // namespace xgboost::collective

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@@ -1,11 +1,12 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#pragma once
#include <gtest/gtest.h>
#include <chrono> // for seconds
#include <cstdint> // for int32_t
#include <fstream> // for ifstream
#include <string> // for string
#include <thread> // for thread
#include <utility> // for move
@@ -36,7 +37,7 @@ class WorkerForTest {
comm_{tracker_host_, tracker_port_, timeout, retry_, task_id_, DefaultNcclName()} {
CHECK_EQ(world_size_, comm_.World());
}
virtual ~WorkerForTest() = default;
virtual ~WorkerForTest() noexcept(false) { SafeColl(comm_.Shutdown()); }
auto& Comm() { return comm_; }
void LimitSockBuf(std::int32_t n_bytes) {
@@ -86,19 +87,30 @@ class TrackerTest : public SocketTest {
void SetUp() override {
SocketTest::SetUp();
auto rc = GetHostAddress(&host);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
}
};
inline Json MakeTrackerConfig(std::string host, std::int32_t n_workers,
std::chrono::seconds timeout) {
Json config{Object{}};
config["host"] = host;
config["port"] = Integer{0};
config["n_workers"] = Integer{n_workers};
config["sortby"] = Integer{static_cast<std::int32_t>(Tracker::SortBy::kHost)};
config["timeout"] = timeout.count();
return config;
}
template <typename WorkerFn>
void TestDistributed(std::int32_t n_workers, WorkerFn worker_fn) {
std::chrono::seconds timeout{2};
std::string host;
auto rc = GetHostAddress(&host);
ASSERT_TRUE(rc.OK()) << rc.Report();
SafeColl(rc);
LOG(INFO) << "Using " << n_workers << " workers for test.";
RabitTracker tracker{StringView{host}, n_workers, 0, timeout};
RabitTracker tracker{MakeTrackerConfig(host, n_workers, timeout)};
auto fut = tracker.Run();
std::vector<std::thread> workers;
@@ -114,4 +126,15 @@ void TestDistributed(std::int32_t n_workers, WorkerFn worker_fn) {
ASSERT_TRUE(fut.get().OK());
}
inline auto MakeDistributedTestConfig(std::string host, std::int32_t port,
std::chrono::seconds timeout, std::int32_t r) {
Json config{Object{}};
config["dmlc_communicator"] = std::string{"rabit"};
config["dmlc_tracker_uri"] = host;
config["dmlc_tracker_port"] = port;
config["dmlc_timeout_sec"] = static_cast<std::int64_t>(timeout.count());
config["dmlc_task_id"] = std::to_string(r);
config["dmlc_retry"] = 2;
return config;
}
} // namespace xgboost::collective

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@@ -1,14 +1,16 @@
/*!
* Copyright 2017-2021 XGBoost contributors
/**
* Copyright 2017-2024, XGBoost contributors
*/
#include <thrust/device_vector.h>
#include <thrust/sort.h> // for is_sorted
#include <xgboost/base.h>
#include <cstddef>
#include <cstdint>
#include <thrust/device_vector.h>
#include <vector>
#include <xgboost/base.h>
#include "../../../src/common/device_helpers.cuh"
#include "../../../src/common/quantile.h"
#include "../helpers.h"
#include "gtest/gtest.h"
TEST(SumReduce, Test) {

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@@ -1,10 +1,9 @@
/**
* Copyright 2019-2023 by XGBoost Contributors
* Copyright 2019-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <vector>
#include <string>
#include <utility>
#include "../../../src/common/hist_util.h"
#include "../../../src/data/gradient_index.h"
@@ -135,7 +134,7 @@ TEST(CutsBuilder, SearchGroupInd) {
group[2] = 7;
group[3] = 5;
p_mat->SetInfo("group", group.data(), DataType::kUInt32, kNumGroups);
p_mat->SetInfo("group", Make1dInterfaceTest(group.data(), group.size()));
HistogramCuts hmat;
@@ -348,7 +347,8 @@ void TestSketchFromWeights(bool with_group) {
for (size_t i = 0; i < kGroups; ++i) {
groups[i] = kRows / kGroups;
}
info.SetInfo(ctx, "group", groups.data(), DataType::kUInt32, kGroups);
auto sg = linalg::Make1dInterface(groups.data(), kGroups);
info.SetInfo(ctx, "group", sg.c_str());
}
info.num_row_ = kRows;
@@ -356,10 +356,10 @@ void TestSketchFromWeights(bool with_group) {
// Assign weights.
if (with_group) {
m->SetInfo("group", groups.data(), DataType::kUInt32, kGroups);
m->SetInfo("group", Make1dInterfaceTest(groups.data(), kGroups));
}
m->SetInfo("weight", h_weights.data(), DataType::kFloat32, h_weights.size());
m->SetInfo("weight", Make1dInterfaceTest(h_weights.data(), h_weights.size()));
m->Info().num_col_ = kCols;
m->Info().num_row_ = kRows;
ASSERT_EQ(cuts.Ptrs().size(), kCols + 1);

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@@ -1,5 +1,5 @@
/**
* Copyright 2019-2023 by XGBoost Contributors
* Copyright 2019-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <thrust/device_vector.h>
@@ -684,7 +684,7 @@ TEST(HistUtil, DeviceSketchFromGroupWeights) {
for (size_t i = 0; i < kGroups; ++i) {
groups[i] = kRows / kGroups;
}
m->SetInfo("group", groups.data(), DataType::kUInt32, kGroups);
m->SetInfo("group", Make1dInterfaceTest(groups.data(), kGroups));
HistogramCuts weighted_cuts = DeviceSketch(&ctx, m.get(), kBins, 0);
// sketch with no weight
@@ -729,7 +729,7 @@ void TestAdapterSketchFromWeights(bool with_group) {
for (size_t i = 0; i < kGroups; ++i) {
groups[i] = kRows / kGroups;
}
info.SetInfo(ctx, "group", groups.data(), DataType::kUInt32, kGroups);
info.SetInfo(ctx, "group", Make1dInterfaceTest(groups.data(), kGroups));
}
info.weights_.SetDevice(DeviceOrd::CUDA(0));
@@ -748,10 +748,10 @@ void TestAdapterSketchFromWeights(bool with_group) {
auto dmat = GetDMatrixFromData(storage.HostVector(), kRows, kCols);
if (with_group) {
dmat->Info().SetInfo(ctx, "group", groups.data(), DataType::kUInt32, kGroups);
dmat->Info().SetInfo(ctx, "group", Make1dInterfaceTest(groups.data(), kGroups));
}
dmat->Info().SetInfo(ctx, "weight", h_weights.data(), DataType::kFloat32, h_weights.size());
dmat->Info().SetInfo(ctx, "weight", Make1dInterfaceTest(h_weights.data(), h_weights.size()));
dmat->Info().num_col_ = kCols;
dmat->Info().num_row_ = kRows;
ASSERT_EQ(cuts.Ptrs().size(), kCols + 1);

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@@ -1,10 +1,11 @@
/**
* Copyright 2019-2023, XGBoost Contributors
* Copyright 2019-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <cstddef> // for size_t
#include <fstream> // for ofstream
#include <numeric> // for iota
#include "../../../src/common/io.h"
#include "../filesystem.h" // dmlc::TemporaryDirectory

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@@ -4,10 +4,10 @@
#include <gtest/gtest.h>
#include <fstream>
#include <iterator> // for back_inserter
#include <limits> // for numeric_limits
#include <map>
#include <numeric> // for iota
#include "../../../src/common/charconv.h"
#include "../../../src/common/io.h"
#include "../../../src/common/json_utils.h"
#include "../../../src/common/threading_utils.h" // for ParallelFor

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@@ -1,11 +1,12 @@
/**
* Copyright 2018-2023 by XGBoost Contributors
* Copyright 2018-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <xgboost/base.h>
#include <xgboost/span.h>
#include <xgboost/host_device_vector.h>
#include <xgboost/span.h>
#include <numeric> // for iota
#include <vector>
#include "../../../src/common/transform.h"

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@@ -1,10 +1,11 @@
/**
* Copyright 2021-2023, XGBoost Contributors
* Copyright 2021-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
#include <xgboost/host_device_vector.h>
#include "../helpers.h"
#include "../../../src/data/array_interface.h"
#include "../helpers.h"
namespace xgboost {

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@@ -10,7 +10,6 @@
#include <memory>
#include <string>
#include "../../../src/common/version.h"
#include "../filesystem.h" // dmlc::TemporaryDirectory
#include "../helpers.h" // for GMockTHrow
#include "xgboost/base.h"
@@ -23,23 +22,22 @@ TEST(MetaInfo, GetSet) {
double double2[2] = {1.0, 2.0};
EXPECT_EQ(info.labels.Size(), 0);
info.SetInfo(ctx, "label", double2, xgboost::DataType::kFloat32, 2);
info.SetInfo(ctx, "label", Make1dInterfaceTest(double2, 2));
EXPECT_EQ(info.labels.Size(), 2);
float float2[2] = {1.0f, 2.0f};
EXPECT_EQ(info.GetWeight(1), 1.0f)
<< "When no weights are given, was expecting default value 1";
info.SetInfo(ctx, "weight", float2, xgboost::DataType::kFloat32, 2);
EXPECT_EQ(info.GetWeight(1), 1.0f) << "When no weights are given, was expecting default value 1";
info.SetInfo(ctx, "weight", Make1dInterfaceTest(float2, 2));
EXPECT_EQ(info.GetWeight(1), 2.0f);
uint32_t uint32_t2[2] = {1U, 2U};
EXPECT_EQ(info.base_margin_.Size(), 0);
info.SetInfo(ctx, "base_margin", uint32_t2, xgboost::DataType::kUInt32, 2);
info.SetInfo(ctx, "base_margin", Make1dInterfaceTest(uint32_t2, 2));
EXPECT_EQ(info.base_margin_.Size(), 2);
uint64_t uint64_t2[2] = {1U, 2U};
EXPECT_EQ(info.group_ptr_.size(), 0);
info.SetInfo(ctx, "group", uint64_t2, xgboost::DataType::kUInt64, 2);
info.SetInfo(ctx, "group", Make1dInterfaceTest(uint64_t2, 2));
ASSERT_EQ(info.group_ptr_.size(), 3);
EXPECT_EQ(info.group_ptr_[2], 3);
@@ -135,9 +133,9 @@ TEST(MetaInfo, SaveLoadBinary) {
};
std::vector<float> values (kRows);
std::generate(values.begin(), values.end(), generator);
info.SetInfo(ctx, "label", values.data(), xgboost::DataType::kFloat32, kRows);
info.SetInfo(ctx, "weight", values.data(), xgboost::DataType::kFloat32, kRows);
info.SetInfo(ctx, "base_margin", values.data(), xgboost::DataType::kFloat32, kRows);
info.SetInfo(ctx, "label", Make1dInterfaceTest(values.data(), kRows));
info.SetInfo(ctx, "weight", Make1dInterfaceTest(values.data(), kRows));
info.SetInfo(ctx, "base_margin", Make1dInterfaceTest(values.data(), kRows));
info.num_row_ = kRows;
info.num_col_ = kCols;
@@ -271,7 +269,7 @@ TEST(MetaInfo, CPUQid) {
qid[i] = i;
}
info.SetInfo(ctx, "qid", qid.data(), xgboost::DataType::kUInt32, info.num_row_);
info.SetInfo(ctx, "qid", Make1dInterfaceTest(qid.data(), info.num_row_));
ASSERT_EQ(info.group_ptr_.size(), info.num_row_ + 1);
ASSERT_EQ(info.group_ptr_.front(), 0);
ASSERT_EQ(info.group_ptr_.back(), info.num_row_);
@@ -288,14 +286,12 @@ TEST(MetaInfo, Validate) {
info.num_col_ = 3;
std::vector<xgboost::bst_group_t> groups (11);
Context ctx;
info.SetInfo(ctx, "group", groups.data(), xgboost::DataType::kUInt32, 11);
info.SetInfo(ctx, "group", Make1dInterfaceTest(groups.data(), groups.size()));
EXPECT_THROW(info.Validate(FstCU()), dmlc::Error);
std::vector<float> labels(info.num_row_ + 1);
EXPECT_THROW(
{
info.SetInfo(ctx, "label", labels.data(), xgboost::DataType::kFloat32, info.num_row_ + 1);
},
{ info.SetInfo(ctx, "label", Make1dInterfaceTest(labels.data(), info.num_row_ + 1)); },
dmlc::Error);
// Make overflow data, which can happen when users pass group structure as int
@@ -305,13 +301,13 @@ TEST(MetaInfo, Validate) {
groups.push_back(1562500);
}
groups.push_back(static_cast<xgboost::bst_group_t>(-1));
EXPECT_THROW(info.SetInfo(ctx, "group", groups.data(), xgboost::DataType::kUInt32, groups.size()),
EXPECT_THROW(info.SetInfo(ctx, "group", Make1dInterfaceTest(groups.data(), groups.size())),
dmlc::Error);
#if defined(XGBOOST_USE_CUDA) || defined(XGBOOST_USE_HIP)
info.group_ptr_.clear();
labels.resize(info.num_row_);
info.SetInfo(ctx, "label", labels.data(), xgboost::DataType::kFloat32, info.num_row_);
info.SetInfo(ctx, "label", Make1dInterfaceTest(labels.data(), info.num_row_));
info.labels.SetDevice(FstCU());
EXPECT_THROW(info.Validate(DeviceOrd::CUDA(1)), dmlc::Error);
@@ -340,8 +336,8 @@ TEST(MetaInfo, HostExtend) {
for (size_t g = 0; g < kRows / per_group; ++g) {
groups.emplace_back(per_group);
}
lhs.SetInfo(ctx, "group", groups.data(), xgboost::DataType::kUInt32, groups.size());
rhs.SetInfo(ctx, "group", groups.data(), xgboost::DataType::kUInt32, groups.size());
lhs.SetInfo(ctx, "group", Make1dInterfaceTest(groups.data(), groups.size()));
rhs.SetInfo(ctx, "group", Make1dInterfaceTest(groups.data(), groups.size()));
lhs.Extend(rhs, true, true);
ASSERT_EQ(lhs.num_row_, kRows * 2);

View File

@@ -408,7 +408,7 @@ class Dart : public testing::TestWithParam<char const*> {
for (size_t i = 0; i < kRows; ++i) {
labels[i] = i % 2;
}
p_mat->SetInfo("label", labels.data(), DataType::kFloat32, kRows);
p_mat->SetInfo("label", Make1dInterfaceTest(labels.data(), kRows));
auto learner = std::unique_ptr<Learner>(Learner::Create({p_mat}));
learner->SetParam("booster", "dart");

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@@ -1,8 +1,11 @@
/**
* Copyright 2020-2024, XGBoost contributors
*/
#include <xgboost/c_api.h>
#include "helpers.h"
#include "../../src/data/device_adapter.cuh"
#include "../../src/data/iterative_dmatrix.h"
#include "helpers.h"
namespace xgboost {

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@@ -15,19 +15,18 @@
#include <cstdint> // std::int32_t
#include <cstdio>
#include <fstream>
#include <iostream>
#include <memory>
#include <string>
#include <thread>
#include <vector>
#include "../../src/collective/communicator-inl.h"
#include "../../src/common/common.h"
#include "../../src/common/threading_utils.h"
#include "../../src/data/array_interface.h"
#include "filesystem.h" // dmlc::TemporaryDirectory
#include "xgboost/linalg.h"
#if !defined(_OPENMP)
#include <thread>
#endif
#if defined(__CUDACC__) || defined(__HIPCC__)
#define DeclareUnifiedTest(name) GPU ## name
@@ -333,7 +332,7 @@ inline std::vector<float> GenerateRandomCategoricalSingleColumn(int n, size_t nu
std::vector<float> x(n);
std::mt19937 rng(0);
std::uniform_int_distribution<size_t> dist(0, num_categories - 1);
std::generate(x.begin(), x.end(), [&]() { return dist(rng); });
std::generate(x.begin(), x.end(), [&]() { return static_cast<float>(dist(rng)); });
// Make sure each category is present
for (size_t i = 0; i < num_categories; i++) {
x[i] = static_cast<decltype(x)::value_type>(i);
@@ -494,6 +493,16 @@ inline int Next(DataIterHandle self) {
return static_cast<ArrayIterForTest*>(self)->Next();
}
/**
* @brief Create an array interface for host vector.
*/
template <typename T>
char const* Make1dInterfaceTest(T const* vec, std::size_t len) {
static thread_local std::string str;
str = linalg::Make1dInterface(vec, len);
return str.c_str();
}
class RMMAllocator;
using RMMAllocatorPtr = std::unique_ptr<RMMAllocator, void(*)(RMMAllocator*)>;
RMMAllocatorPtr SetUpRMMResourceForCppTests(int argc, char** argv);

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@@ -5,10 +5,9 @@
#include <xgboost/json.h>
#include <xgboost/metric.h>
#include <map>
#include <memory>
#include <numeric> // for iota
#include "../../../src/common/linalg_op.h"
#include "../helpers.h"
namespace xgboost::metric {

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@@ -1,14 +1,15 @@
/*!
* Copyright 2018-2023 XGBoost contributors
/**
* Copyright 2018-2024, XGBoost contributors
*/
#include <gtest/gtest.h>
#include <xgboost/context.h>
#include <xgboost/objective.h>
#include "../../../src/objective/adaptive.h"
#include "../../../src/tree/param.h" // for TrainParam
#include "../helpers.h"
#include <numeric> // for iota
#include "../../../src/objective/adaptive.h"
#include "../../../src/tree/param.h" // for TrainParam
#include "../helpers.h"
#include "test_regression_obj.h"
namespace xgboost {

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@@ -60,8 +60,7 @@ TEST_F(FederatedCollTest, Allgather) {
std::vector<std::int32_t> buffer(n_workers, 0);
buffer[comm->Rank()] = comm->Rank();
auto rc = coll.Allgather(*comm, common::EraseType(common::Span{buffer.data(), buffer.size()}),
sizeof(int));
auto rc = coll.Allgather(*comm, common::EraseType(common::Span{buffer.data(), buffer.size()}));
ASSERT_TRUE(rc.OK());
for (auto i = 0; i < n_workers; i++) {
ASSERT_EQ(buffer[i], i);

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@@ -5,13 +5,13 @@
#include <gtest/gtest.h>
#include <xgboost/collective/result.h> // for Result
#include "../../../../src/collective/allreduce.h"
#include "../../../../src/common/common.h" // for AllVisibleGPUs
#include "../../../../src/common/device_helpers.cuh" // for device_vector
#include "../../../../src/common/type.h" // for EraseType
#include "../../collective/test_worker.h" // for SocketTest
#include "../../helpers.h" // for MakeCUDACtx
#include "federated_coll.cuh"
#include "federated_comm.cuh"
#include "test_worker.h" // for TestFederated
namespace xgboost::collective {
@@ -71,7 +71,7 @@ void TestAllgather(std::shared_ptr<FederatedComm> comm, std::int32_t rank, std::
dh::device_vector<std::int32_t> buffer(n_workers, 0);
buffer[comm->Rank()] = comm->Rank();
auto rc = w.coll->Allgather(*w.nccl_comm, common::EraseType(dh::ToSpan(buffer)), sizeof(int));
auto rc = w.coll->Allgather(*w.nccl_comm, common::EraseType(dh::ToSpan(buffer)));
ASSERT_TRUE(rc.OK());
for (auto i = 0; i < n_workers; i++) {
ASSERT_EQ(buffer[i], i);

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@@ -1,5 +1,5 @@
/**
* Copyright 2023, XGBoost Contributors
* Copyright 2023-2024, XGBoost Contributors
*/
#include <gtest/gtest.h>
@@ -8,7 +8,6 @@
#include "../../../../src/collective/tracker.h" // for GetHostAddress
#include "federated_tracker.h"
#include "test_worker.h"
#include "xgboost/json.h" // for Json
namespace xgboost::collective {
@@ -26,7 +25,7 @@ TEST(FederatedTrackerTest, Basic) {
ASSERT_GE(tracker->Port(), 1);
std::string host;
auto rc = GetHostAddress(&host);
ASSERT_EQ(get<String const>(args["DMLC_TRACKER_URI"]), host);
ASSERT_EQ(get<String const>(args["dmlc_tracker_uri"]), host);
rc = tracker->Shutdown();
ASSERT_TRUE(rc.OK());

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@@ -8,22 +8,23 @@
namespace xgboost::sycl {
template<typename T, typename Container>
void VerifySyclVector(const USMVector<T, MemoryType::shared>& sycl_vector,
const Container& host_vector) {
const Container& host_vector, T eps = T()) {
ASSERT_EQ(sycl_vector.Size(), host_vector.size());
size_t size = sycl_vector.Size();
for (size_t i = 0; i < size; ++i) {
ASSERT_EQ(sycl_vector[i], host_vector[i]);
EXPECT_NEAR(sycl_vector[i], host_vector[i], eps);
}
}
template<typename T, typename Container>
void VerifySyclVector(const std::vector<T>& sycl_vector, const Container& host_vector) {
void VerifySyclVector(const std::vector<T>& sycl_vector,
const Container& host_vector, T eps = T()) {
ASSERT_EQ(sycl_vector.size(), host_vector.size());
size_t size = sycl_vector.size();
for (size_t i = 0; i < size; ++i) {
ASSERT_EQ(sycl_vector[i], host_vector[i]);
EXPECT_NEAR(sycl_vector[i], host_vector[i], eps);
}
}

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@@ -26,7 +26,6 @@ TEST(FederatedAdapterSimpleTest, ThrowOnInvalidDeviceOrdinal) {
namespace {
void VerifyAllReduceSum() {
auto const world_size = collective::GetWorldSize();
auto const rank = collective::GetRank();
auto const device = GPUIDX;
int count = 3;
common::SetDevice(device);

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@@ -0,0 +1,157 @@
/**
* Copyright 2020-2024 by XGBoost contributors
*/
#include <gtest/gtest.h>
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wtautological-constant-compare"
#pragma GCC diagnostic ignored "-W#pragma-messages"
#include "../../../src/data/gradient_index.h" // for GHistIndexMatrix
#pragma GCC diagnostic pop
#include "../../../plugin/sycl/common/hist_util.h"
#include "../../../plugin/sycl/device_manager.h"
#include "sycl_helpers.h"
#include "../helpers.h"
namespace xgboost::sycl::common {
template <typename GradientSumT>
void GHistBuilderTest(float sparsity, bool force_atomic_use) {
const size_t num_rows = 8;
const size_t num_columns = 1;
const int n_bins = 2;
const GradientSumT eps = 1e-6;
Context ctx;
ctx.UpdateAllowUnknown(Args{{"device", "sycl"}});
DeviceManager device_manager;
auto qu = device_manager.GetQueue(ctx.Device());
auto p_fmat = RandomDataGenerator{num_rows, num_columns, sparsity}.GenerateDMatrix();
sycl::DeviceMatrix dmat;
dmat.Init(qu, p_fmat.get());
GHistIndexMatrix gmat_sycl;
gmat_sycl.Init(qu, &ctx, dmat, n_bins);
xgboost::GHistIndexMatrix gmat{&ctx, p_fmat.get(), n_bins, 0.3, false};
RowSetCollection row_set_collection;
auto& row_indices = row_set_collection.Data();
row_indices.Resize(&qu, num_rows);
size_t* p_row_indices = row_indices.Data();
qu.submit([&](::sycl::handler& cgh) {
cgh.parallel_for<>(::sycl::range<1>(num_rows),
[p_row_indices](::sycl::item<1> pid) {
const size_t idx = pid.get_id(0);
p_row_indices[idx] = idx;
});
}).wait_and_throw();
row_set_collection.Init();
auto builder = GHistBuilder<GradientSumT>(qu, n_bins);
std::vector<GradientPair> gpair = {
{0.1f, 0.2f}, {0.3f, 0.4f}, {0.5f, 0.6f}, {0.7f, 0.8f},
{0.9f, 0.1f}, {0.2f, 0.3f}, {0.4f, 0.5f}, {0.6f, 0.7f}};
CHECK_EQ(gpair.size(), num_rows);
USMVector<GradientPair, MemoryType::on_device> gpair_device(&qu, gpair);
std::vector<GradientSumT> hist_host(2*n_bins);
GHistRow<GradientSumT, MemoryType::on_device> hist(&qu, 2 * n_bins);
::sycl::event event;
const size_t nblocks = 2;
GHistRow<GradientSumT, MemoryType::on_device> hist_buffer(&qu, 2 * nblocks * n_bins);
InitHist(qu, &hist, hist.Size(), &event);
InitHist(qu, &hist_buffer, hist_buffer.Size(), &event);
event = builder.BuildHist(gpair_device, row_set_collection[0], gmat_sycl, &hist,
sparsity < eps , &hist_buffer, event, force_atomic_use);
qu.memcpy(hist_host.data(), hist.Data(),
2 * n_bins * sizeof(GradientSumT), event);
qu.wait_and_throw();
// Build hist on host to compare
std::vector<GradientSumT> hist_desired(2*n_bins);
for (size_t rid = 0; rid < num_rows; ++rid) {
const size_t ibegin = gmat.row_ptr[rid];
const size_t iend = gmat.row_ptr[rid + 1];
for (size_t i = ibegin; i < iend; ++i) {
const size_t bin_idx = gmat.index[i];
hist_desired[2*bin_idx] += gpair[rid].GetGrad();
hist_desired[2*bin_idx+1] += gpair[rid].GetHess();
}
}
VerifySyclVector(hist_host, hist_desired, eps);
}
template <typename GradientSumT>
void GHistSubtractionTest() {
const size_t n_bins = 4;
using GHistType = GHistRow<GradientSumT, MemoryType::on_device>;
Context ctx;
ctx.UpdateAllowUnknown(Args{{"device", "sycl"}});
DeviceManager device_manager;
auto qu = device_manager.GetQueue(ctx.Device());
::sycl::event event;
std::vector<GradientSumT> hist1_host = {0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8};
GHistType hist1(&qu, 2 * n_bins);
event = qu.memcpy(hist1.Data(), hist1_host.data(),
2 * n_bins * sizeof(GradientSumT), event);
std::vector<GradientSumT> hist2_host = {0.8, 0.7, 0.6, 0.5, 0.4, 0.3, 0.2, 0.1};
GHistType hist2(&qu, 2 * n_bins);
event = qu.memcpy(hist2.Data(), hist2_host.data(),
2 * n_bins * sizeof(GradientSumT), event);
std::vector<GradientSumT> hist3_host(2 * n_bins);
GHistType hist3(&qu, 2 * n_bins);
event = SubtractionHist(qu, &hist3, hist1, hist2, n_bins, event);
qu.memcpy(hist3_host.data(), hist3.Data(),
2 * n_bins * sizeof(GradientSumT), event);
qu.wait_and_throw();
std::vector<GradientSumT> hist3_desired(2 * n_bins);
for (size_t idx = 0; idx < 2 * n_bins; ++idx) {
hist3_desired[idx] = hist1_host[idx] - hist2_host[idx];
}
const GradientSumT eps = 1e-6;
VerifySyclVector(hist3_host, hist3_desired, eps);
}
TEST(SyclGHistBuilder, ByBlockDenseCase) {
GHistBuilderTest<float>(0.0, false);
GHistBuilderTest<double>(0.0, false);
}
TEST(SyclGHistBuilder, ByBlockSparseCase) {
GHistBuilderTest<float>(0.3, false);
GHistBuilderTest<double>(0.3, false);
}
TEST(SyclGHistBuilder, ByAtomicDenseCase) {
GHistBuilderTest<float>(0.0, true);
GHistBuilderTest<double>(0.0, true);
}
TEST(SyclGHistBuilder, ByAtomicSparseCase) {
GHistBuilderTest<float>(0.3, true);
GHistBuilderTest<double>(0.3, true);
}
TEST(SyclGHistBuilder, Subtraction) {
GHistSubtractionTest<float>();
GHistSubtractionTest<double>();
}
} // namespace xgboost::sycl::common

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@@ -0,0 +1,55 @@
/**
* Copyright 2020-2024 by XGBoost contributors
*/
#include <gtest/gtest.h>
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wtautological-constant-compare"
#pragma GCC diagnostic ignored "-W#pragma-messages"
#include <xgboost/json.h>
#include <xgboost/task.h>
#include "../../../plugin/sycl/tree/updater_quantile_hist.h" // for QuantileHistMaker
#pragma GCC diagnostic pop
namespace xgboost::sycl::tree {
TEST(SyclQuantileHistMaker, Basic) {
Context ctx;
ctx.UpdateAllowUnknown(Args{{"device", "sycl"}});
ObjInfo task{ObjInfo::kRegression};
std::unique_ptr<TreeUpdater> updater{TreeUpdater::Create("grow_quantile_histmaker_sycl", &ctx, &task)};
ASSERT_EQ(updater->Name(), "grow_quantile_histmaker_sycl");
}
TEST(SyclQuantileHistMaker, JsonIO) {
Context ctx;
ctx.UpdateAllowUnknown(Args{{"device", "sycl"}});
ObjInfo task{ObjInfo::kRegression};
Json config {Object()};
{
std::unique_ptr<TreeUpdater> updater{TreeUpdater::Create("grow_quantile_histmaker_sycl", &ctx, &task)};
updater->Configure({{"max_depth", std::to_string(42)}});
updater->Configure({{"single_precision_histogram", std::to_string(true)}});
updater->SaveConfig(&config);
}
{
std::unique_ptr<TreeUpdater> updater{TreeUpdater::Create("grow_quantile_histmaker_sycl", &ctx, &task)};
updater->LoadConfig(config);
Json new_config {Object()};
updater->SaveConfig(&new_config);
ASSERT_EQ(config, new_config);
auto max_depth = atoi(get<String const>(new_config["train_param"]["max_depth"]).c_str());
ASSERT_EQ(max_depth, 42);
auto single_precision_histogram = atoi(get<String const>(new_config["sycl_hist_train_param"]["single_precision_histogram"]).c_str());
ASSERT_EQ(single_precision_histogram, 1);
}
}
} // namespace xgboost::sycl::tree

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@@ -12,7 +12,6 @@
#include <cinttypes> // for int32_t, int64_t, uint32_t
#include <cstddef> // for size_t
#include <iosfwd> // for ofstream
#include <iterator> // for back_insert_iterator, back_inserter
#include <limits> // for numeric_limits
#include <map> // for map
#include <memory> // for unique_ptr, shared_ptr, __shared_ptr_...
@@ -30,7 +29,6 @@
#include "../../src/common/random.h" // for GlobalRandom
#include "dmlc/io.h" // for Stream
#include "dmlc/omp.h" // for omp_get_max_threads
#include "dmlc/registry.h" // for Registry
#include "filesystem.h" // for TemporaryDirectory
#include "helpers.h" // for GetBaseScore, RandomDataGenerator
#include "objective_helpers.h" // for MakeObjNamesForTest, ObjTestNameGenerator
@@ -103,9 +101,9 @@ TEST(Learner, CheckGroup) {
labels[i] = i % 2;
}
p_mat->SetInfo("weight", static_cast<void *>(weight.data()), DataType::kFloat32, kNumGroups);
p_mat->SetInfo("group", group.data(), DataType::kUInt32, kNumGroups);
p_mat->SetInfo("label", labels.data(), DataType::kFloat32, kNumRows);
p_mat->SetInfo("weight", Make1dInterfaceTest(weight.data(), kNumGroups));
p_mat->SetInfo("group", Make1dInterfaceTest(group.data(), kNumGroups));
p_mat->SetInfo("label", Make1dInterfaceTest(labels.data(), kNumRows));
std::vector<std::shared_ptr<xgboost::DMatrix>> mat = {p_mat};
auto learner = std::unique_ptr<Learner>(Learner::Create(mat));
@@ -115,7 +113,7 @@ TEST(Learner, CheckGroup) {
group.resize(kNumGroups+1);
group[3] = 4;
group[4] = 1;
p_mat->SetInfo("group", group.data(), DataType::kUInt32, kNumGroups+1);
p_mat->SetInfo("group", Make1dInterfaceTest(group.data(), kNumGroups+1));
EXPECT_ANY_THROW(learner->UpdateOneIter(0, p_mat));
}
@@ -132,7 +130,7 @@ TEST(Learner, SLOW_CheckMultiBatch) { // NOLINT
for (size_t i = 0; i < num_row; ++i) {
labels[i] = i % 2;
}
dmat->SetInfo("label", labels.data(), DataType::kFloat32, num_row);
dmat->SetInfo("label", Make1dInterfaceTest(labels.data(), num_row));
std::vector<std::shared_ptr<DMatrix>> mat{dmat};
auto learner = std::unique_ptr<Learner>(Learner::Create(mat));
learner->SetParams(Args{{"objective", "binary:logistic"}});

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@@ -239,4 +239,18 @@ void TestAtomicAdd() {
TEST(Histogram, AtomicAddInt64) {
TestAtomicAdd();
}
TEST(Histogram, Quantiser) {
auto ctx = MakeCUDACtx(0);
std::size_t n_samples{16};
HostDeviceVector<GradientPair> gpair(n_samples, GradientPair{1.0, 1.0});
gpair.SetDevice(ctx.Device());
auto quantiser = GradientQuantiser(&ctx, gpair.DeviceSpan(), MetaInfo());
for (auto v : gpair.ConstHostVector()) {
auto gh = quantiser.ToFloatingPoint(quantiser.ToFixedPoint(v));
ASSERT_EQ(gh.GetGrad(), 1.0);
ASSERT_EQ(gh.GetHess(), 1.0);
}
}
} // namespace xgboost::tree