enable ROCm on latest XGBoost
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@@ -71,7 +71,7 @@ void TestNDCGGPair(Context const* ctx) {
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HostDeviceVector<float> predts{0, 1, 0, 1};
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MetaInfo info;
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info.labels = linalg::Tensor<float, 2>{{0, 1, 0, 1}, {4, 1}, GPUIDX};
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info.labels = linalg::Tensor<float, 2>{{0, 1, 0, 1}, {4, 1}, ctx->Device()};
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info.group_ptr_ = {0, 2, 4};
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info.num_row_ = 4;
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linalg::Matrix<GradientPair> gpairs;
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@@ -146,7 +146,7 @@ TEST(LambdaRank, UnbiasedNDCG) {
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}
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void InitMakePairTest(Context const* ctx, MetaInfo* out_info, HostDeviceVector<float>* out_predt) {
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out_predt->SetDevice(ctx->gpu_id);
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out_predt->SetDevice(ctx->Device());
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MetaInfo& info = *out_info;
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info.num_row_ = 128;
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info.labels.ModifyInplace([&](HostDeviceVector<float>* data, common::Span<std::size_t> shape) {
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@@ -243,7 +243,7 @@ void TestMAPStat(Context const* ctx) {
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auto p_cache = std::make_shared<ltr::MAPCache>(ctx, info, param);
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predt.SetDevice(ctx->gpu_id);
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predt.SetDevice(ctx->Device());
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auto rank_idx =
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p_cache->SortedIdx(ctx, ctx->IsCPU() ? predt.ConstHostSpan() : predt.ConstDeviceSpan());
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@@ -280,7 +280,7 @@ void TestMAPStat(Context const* ctx) {
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auto p_cache = std::make_shared<ltr::MAPCache>(ctx, info, param);
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predt.SetDevice(ctx->gpu_id);
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predt.SetDevice(ctx->Device());
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auto rank_idx =
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p_cache->SortedIdx(ctx, ctx->IsCPU() ? predt.ConstHostSpan() : predt.ConstDeviceSpan());
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@@ -6,6 +6,7 @@
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#include <xgboost/objective.h>
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#include "../helpers.h"
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#include "../objective_helpers.h"
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TEST(Objective, UnknownFunction) {
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xgboost::ObjFunction* obj = nullptr;
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@@ -43,4 +44,61 @@ TEST(Objective, PredTransform) {
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ASSERT_TRUE(predts.HostCanWrite());
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}
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}
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class TestDefaultObjConfig : public ::testing::TestWithParam<std::string> {
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Context ctx_;
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public:
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void Run(std::string objective) {
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auto Xy = MakeFmatForObjTest(objective);
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std::unique_ptr<Learner> learner{Learner::Create({Xy})};
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std::unique_ptr<ObjFunction> objfn{ObjFunction::Create(objective, &ctx_)};
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learner->SetParam("objective", objective);
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if (objective.find("multi") != std::string::npos) {
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learner->SetParam("num_class", "3");
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objfn->Configure(Args{{"num_class", "3"}});
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} else if (objective.find("quantile") != std::string::npos) {
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learner->SetParam("quantile_alpha", "0.5");
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objfn->Configure(Args{{"quantile_alpha", "0.5"}});
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} else {
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objfn->Configure(Args{});
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}
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learner->Configure();
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learner->UpdateOneIter(0, Xy);
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learner->EvalOneIter(0, {Xy}, {"train"});
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Json config{Object{}};
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learner->SaveConfig(&config);
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auto jobj = get<Object const>(config["learner"]["objective"]);
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ASSERT_TRUE(jobj.find("name") != jobj.cend());
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// FIXME(jiamingy): We should have the following check, but some legacy parameter like
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// "pos_weight", "delta_step" in objectives are not in metrics.
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// if (jobj.size() > 1) {
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// ASSERT_FALSE(IsA<Null>(objfn->DefaultMetricConfig()));
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// }
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auto mconfig = objfn->DefaultMetricConfig();
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if (!IsA<Null>(mconfig)) {
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// make sure metric can handle it
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std::unique_ptr<Metric> metricfn{Metric::Create(get<String const>(mconfig["name"]), &ctx_)};
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metricfn->LoadConfig(mconfig);
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Json loaded(Object{});
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metricfn->SaveConfig(&loaded);
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metricfn->Configure(Args{});
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ASSERT_EQ(mconfig, loaded);
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}
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}
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};
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TEST_P(TestDefaultObjConfig, Objective) {
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std::string objective = GetParam();
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this->Run(objective);
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}
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INSTANTIATE_TEST_SUITE_P(Objective, TestDefaultObjConfig,
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::testing::ValuesIn(MakeObjNamesForTest()),
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[](const ::testing::TestParamInfo<TestDefaultObjConfig::ParamType>& info) {
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return ObjTestNameGenerator(info);
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});
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} // namespace xgboost
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@@ -45,7 +45,7 @@ TEST(Objective, DeclareUnifiedTest(QuantileIntercept)) {
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MetaInfo info;
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info.num_row_ = 10;
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info.labels.ModifyInplace([&](HostDeviceVector<float>* data, common::Span<std::size_t> shape) {
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data->SetDevice(ctx.gpu_id);
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data->SetDevice(ctx.Device());
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data->Resize(info.num_row_);
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shape[0] = info.num_row_;
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shape[1] = 1;
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