pytorch/test/cpp/api/tensor_options_cuda.cpp

#include <gtest/gtest.h>

#include <ATen/Context.h>
#include <ATen/DeviceGuard.h>
#include <ATen/Functions.h>
#include <ATen/OptionsGuard.h>
#include <ATen/core/ScalarType.h>
#include <ATen/core/TensorOptions.h>

// NB: This file is compiled even in CPU build (for some reason), so
// make sure you don't include any CUDA only headers.

using namespace at;

// TODO: This might be generally helpful aliases elsewhere.
at::Device CPUDevice(DeviceIndex index) {
  return at::Device(at::kCPU);
}
at::Device CUDADevice(DeviceIndex index) {
  return at::Device(at::kCUDA, index);
}

// A macro so we don't lose location information when an assertion fails.
#define REQUIRE_OPTIONS(device_, index_, type_, layout_)                      \
  ASSERT_EQ(options.device().type(), Device((device_), (index_)).type()); \
  ASSERT_TRUE(                                                                \
      options.device().index() == Device((device_), (index_)).index());       \
  ASSERT_EQ(typeMetaToScalarType(options.dtype()), (type_));                  \
  ASSERT_TRUE(options.layout() == (layout_))

#define REQUIRE_TENSOR_OPTIONS(device_, index_, type_, layout_)                \
  ASSERT_EQ(tensor.device().type(), Device((device_), (index_)).type());   \
  ASSERT_EQ(tensor.device().index(), Device((device_), (index_)).index()); \
  ASSERT_EQ(tensor.type().scalarType(), (type_));                          \
  ASSERT_TRUE(tensor.type().layout() == (layout_))

TEST(TensorOptionsTest, ConstructsWellFromCUDATypes_CUDA) {
  auto options = CUDA(kFloat).options();
  REQUIRE_OPTIONS(kCUDA, -1, kFloat, kStrided);

  options = CUDA(kInt).options();
  REQUIRE_OPTIONS(kCUDA, -1, kInt, kStrided);

  options = getNonVariableType(Backend::SparseCUDA, kFloat).options();
  REQUIRE_OPTIONS(kCUDA, -1, kFloat, kSparse);

  options = getNonVariableType(Backend::SparseCUDA, kByte).options();
  REQUIRE_OPTIONS(kCUDA, -1, kByte, kSparse);

  options = CUDA(kFloat).options(/*device=*/5);
  REQUIRE_OPTIONS(kCUDA, 5, kFloat, kStrided);

  options =
      getNonVariableType(Backend::SparseCUDA, kFloat).options(/*device=*/5);
  REQUIRE_OPTIONS(kCUDA, 5, kFloat, kSparse);
}

TEST(TensorOptionsTest, ConstructsWellFromCUDATensors_MultiCUDA) {
  auto options = empty(5, device(kCUDA).dtype(kDouble)).options();
  REQUIRE_OPTIONS(kCUDA, 0, kDouble, kStrided);

  options = empty(5, getNonVariableType(Backend::SparseCUDA, kByte)).options();
  REQUIRE_OPTIONS(kCUDA, 0, kByte, kSparse);

  if (at::globalContext().getNumGPUs() > 1) {
    Tensor tensor;
    {
      DeviceGuard guard(CUDADevice(1));
      tensor = empty(5, device(kCUDA));
    }
    options = tensor.options();
    REQUIRE_OPTIONS(kCUDA, 1, kFloat, kStrided);

    {
      DeviceGuard guard(CUDADevice(1));
      tensor = empty(5, device(kCUDA).layout(kSparse));
    }
    options = tensor.options();
    REQUIRE_OPTIONS(kCUDA, 1, kFloat, kSparse);
  }
}

TEST(OptionsGuardTest, TestFunctionality_CUDA) {
  Tensor tensor;
  {
    OptionsGuard guard(device(kCUDA));
    tensor = at::empty({10});
  }
  REQUIRE_TENSOR_OPTIONS(kCUDA, 0, kFloat, kStrided);

  {
    OptionsGuard guard(device({kCUDA, 1}));
    tensor = at::empty({10});
  }
  REQUIRE_TENSOR_OPTIONS(kCUDA, 1, kFloat, kStrided);

  {
    OptionsGuard guard(device(kCUDA).dtype(kInt));
    tensor = at::empty({10});
  }
  REQUIRE_TENSOR_OPTIONS(kCUDA, 0, kInt, kStrided);
}

TEST(OptionsGuardTest, DeviceGuardOptionsGuardInteraction_MultiCUDA) {
  Tensor tensor;
  {
    // Check that OptionsGuard respects any active device before construction.
    DeviceGuard guard(CUDADevice(1));
    {
      OptionsGuard guard(device(kCUDA));
      tensor = at::empty({10});
      REQUIRE_TENSOR_OPTIONS(kCUDA, 1, kFloat, kStrided);
      {
        // Check that OptionsGuard respects any active device after
        // construction.
        DeviceGuard guard(CUDADevice(0));
        tensor = at::empty({10});
        REQUIRE_TENSOR_OPTIONS(kCUDA, 0, kFloat, kStrided);
        {
          OptionsGuard guard(device({kCUDA, 1}));
          tensor = at::empty({10});
          REQUIRE_TENSOR_OPTIONS(kCUDA, 1, kFloat, kStrided);
        }
      }
    }
  }
}

TEST(DeviceGuardTest, IsMovable_CUDA) {
  DeviceGuard first(CUDADevice(1));
  ASSERT_EQ(first.original_index(), 0);
  ASSERT_EQ(first.last_index(), 1);
  DeviceGuard second(std::move(first));
  ASSERT_EQ(second.original_index(), 0);
  ASSERT_EQ(second.last_index(), 1);
  ASSERT_EQ(first.original_index(), -1);
  DeviceGuard third;
  third = std::move(second);
  ASSERT_EQ(third.original_index(), 0);
  ASSERT_EQ(third.last_index(), 1);
  ASSERT_EQ(second.original_index(), -1);
}