/** * Copyright 2021-2023 by XGBoost Contributors */ #include #if defined(XGBOOST_USE_CUDA) #include "../../../src/common/linalg_op.cuh" #elif defined(XGBOOST_USE_HIP) #include "../../../src/common/linalg_op.hip.h" #endif #include "../helpers.h" #include "xgboost/context.h" #include "xgboost/linalg.h" namespace xgboost::linalg { namespace { void TestElementWiseKernel() { auto device = DeviceOrd::CUDA(0); Tensor l{{2, 3, 4}, device}; { /** * Non-contiguous */ // GPU view auto t = l.View(device).Slice(linalg::All(), 1, linalg::All()); ASSERT_FALSE(t.CContiguous()); ElementWiseTransformDevice(t, [] __device__(size_t i, float) { return i; }); // CPU view t = l.View(DeviceOrd::CPU()).Slice(linalg::All(), 1, linalg::All()); size_t k = 0; for (size_t i = 0; i < l.Shape(0); ++i) { for (size_t j = 0; j < l.Shape(2); ++j) { ASSERT_EQ(k++, t(i, j)); } } t = l.View(device).Slice(linalg::All(), 1, linalg::All()); ElementWiseKernelDevice(t, [] XGBOOST_DEVICE(size_t i, float v) { SPAN_CHECK(v == i); }); } { /** * Contiguous */ auto t = l.View(device); ElementWiseTransformDevice(t, [] XGBOOST_DEVICE(size_t i, float) { return i; }); ASSERT_TRUE(t.CContiguous()); // CPU view t = l.View(DeviceOrd::CPU()); size_t ind = 0; for (size_t i = 0; i < l.Shape(0); ++i) { for (size_t j = 0; j < l.Shape(1); ++j) { for (size_t k = 0; k < l.Shape(2); ++k) { ASSERT_EQ(ind++, t(i, j, k)); } } } } } void TestSlice() { auto ctx = MakeCUDACtx(1); thrust::device_vector data(2 * 3 * 4); auto t = MakeTensorView(&ctx, dh::ToSpan(data), 2, 3, 4); dh::LaunchN(1, [=] __device__(size_t) { auto s = t.Slice(linalg::All(), linalg::Range(0, 3), linalg::Range(0, 4)); auto all = t.Slice(linalg::All(), linalg::All(), linalg::All()); static_assert(decltype(s)::kDimension == 3); for (size_t i = 0; i < s.Shape(0); ++i) { for (size_t j = 0; j < s.Shape(1); ++j) { for (size_t k = 0; k < s.Shape(2); ++k) { SPAN_CHECK(s(i, j, k) == all(i, j, k)); } } } }); } } // anonymous namespace TEST(Linalg, GPUElementWise) { TestElementWiseKernel(); } TEST(Linalg, GPUTensorView) { TestSlice(); } } // namespace xgboost::linalg