CCCL (CUDA C++ Core Libraries) provides: - CUB: device/block/warp-level GPU primitives (reduce, scan, sort, topk) - Thrust: high-level parallel algorithms (transform_reduce, sort, scan) - libcudacxx: CUDA C++ standard library (atomics, barriers, memory) - cudax: experimental features (memory resources, allocators) - Tuning policies: per-SM hardware-specific algorithm parameters Competition optimization vectors mapped to CCCL: - Output TPS (83% weight): warp_reduce, block_reduce, device_topk - Input TPS (14% weight): device_scan, block_load, prefetch - Cache TPS (3% weight): prefix caching strategy patterns - Memory (0.9 util): pooled/cached/buddy allocators Source: https://github.com/NVIDIA/cccl (shallow clone, HEAD only) License: Apache-2.0
244 lines
12 KiB
Plaintext
244 lines
12 KiB
Plaintext
#include <thrust/functional.h>
|
|
#include <thrust/transform.h>
|
|
|
|
#include <cuda/iterator>
|
|
|
|
#include <unittest/unittest.h>
|
|
|
|
#define BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(name, op, reference_functor, type_list) \
|
|
template <typename Vector> \
|
|
struct TestFunctionalPlaceholders##name \
|
|
{ \
|
|
void operator()(const size_t) \
|
|
{ \
|
|
const size_t num_samples = 10000; \
|
|
using T = typename Vector::value_type; \
|
|
Vector lhs = unittest::random_samples<T>(num_samples); \
|
|
Vector rhs = unittest::random_samples<T>(num_samples); \
|
|
thrust::replace(rhs.begin(), rhs.end(), T(0), T(1)); \
|
|
\
|
|
Vector lhs_reference = lhs; \
|
|
Vector reference(lhs.size()); \
|
|
Vector result(lhs_reference.size()); \
|
|
using namespace thrust::placeholders; \
|
|
\
|
|
thrust::transform( \
|
|
lhs_reference.begin(), lhs_reference.end(), rhs.begin(), reference.begin(), reference_functor<T>()); \
|
|
thrust::transform(lhs.begin(), lhs.end(), rhs.begin(), result.begin(), _1 op _2); \
|
|
ASSERT_ALMOST_EQUAL(reference, result); \
|
|
ASSERT_ALMOST_EQUAL(lhs_reference, lhs); \
|
|
\
|
|
thrust::transform( \
|
|
lhs_reference.begin(), \
|
|
lhs_reference.end(), \
|
|
cuda::make_constant_iterator<T>(1), \
|
|
reference.begin(), \
|
|
reference_functor<T>()); \
|
|
thrust::transform(lhs.begin(), lhs.end(), rhs.begin(), result.begin(), _1 op T(1)); \
|
|
ASSERT_ALMOST_EQUAL(reference, result); \
|
|
ASSERT_ALMOST_EQUAL(lhs_reference, lhs); \
|
|
} \
|
|
}; \
|
|
VectorUnitTest<TestFunctionalPlaceholders##name, type_list, thrust::device_vector, thrust::device_allocator> \
|
|
TestFunctionalPlaceholders##name##DeviceInstance; \
|
|
VectorUnitTest<TestFunctionalPlaceholders##name, type_list, thrust::host_vector, std::allocator> \
|
|
TestFunctionalPlaceholders##name##HostInstance;
|
|
|
|
template <typename T>
|
|
struct plus_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs += rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct minus_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs -= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct multiplies_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs *= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct divides_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs /= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct modulus_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs %= rhs;
|
|
}
|
|
};
|
|
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(PlusEqual, +=, plus_equal_reference, ThirtyTwoBitTypes);
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(MinusEqual, -=, minus_equal_reference, ThirtyTwoBitTypes);
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(MultipliesEqual, *=, multiplies_equal_reference, ThirtyTwoBitTypes);
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(DividesEqual, /=, divides_equal_reference, ThirtyTwoBitTypes);
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(ModulusEqual, %=, modulus_equal_reference, SmallIntegralTypes);
|
|
|
|
template <typename T>
|
|
struct bit_and_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs &= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct bit_or_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs |= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct bit_xor_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs ^= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct bit_lshift_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs <<= rhs;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct bit_rshift_equal_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& lhs, const T& rhs) const
|
|
{
|
|
return lhs >>= rhs;
|
|
}
|
|
};
|
|
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(BitAndEqual, &=, bit_and_equal_reference, SmallIntegralTypes);
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(BitOrEqual, |=, bit_or_equal_reference, SmallIntegralTypes);
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(BitXorEqual, ^=, bit_xor_equal_reference, SmallIntegralTypes);
|
|
|
|
// XXX ptxas produces an error
|
|
void TestFunctionalPlaceholdersBitLshiftEqualDevice()
|
|
{
|
|
KNOWN_FAILURE;
|
|
}
|
|
// XXX KNOWN_FAILURE this until the above works
|
|
void TestFunctionalPlaceholdersBitLshiftEqualHost()
|
|
{
|
|
KNOWN_FAILURE;
|
|
}
|
|
// BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(BitLshiftEqual, <<=, bit_lshift_equal_reference, SmallIntegralTypes);
|
|
|
|
BINARY_FUNCTIONAL_PLACEHOLDERS_TEST(BitRshiftEqual, >>=, bit_rshift_equal_reference, SmallIntegralTypes);
|
|
|
|
template <typename T>
|
|
struct prefix_increment_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& x) const
|
|
{
|
|
return ++x;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct suffix_increment_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T operator()(T& x) const
|
|
{
|
|
return x++;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct prefix_decrement_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T& operator()(T& x) const
|
|
{
|
|
return --x;
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
struct suffix_decrement_reference
|
|
{
|
|
_CCCL_HOST_DEVICE T operator()(T& x) const
|
|
{
|
|
return x--;
|
|
}
|
|
};
|
|
|
|
#define PREFIX_FUNCTIONAL_PLACEHOLDERS_TEST(name, reference_operator, functor) \
|
|
template <typename Vector> \
|
|
void TestFunctionalPlaceholdersPrefix##name() \
|
|
{ \
|
|
const size_t num_samples = 10000; \
|
|
using T = typename Vector::value_type; \
|
|
Vector input = unittest::random_samples<T>(num_samples); \
|
|
\
|
|
Vector input_reference = input; \
|
|
Vector reference(input.size()); \
|
|
thrust::transform(input.begin(), input.end(), reference.begin(), functor<T>()); \
|
|
\
|
|
using namespace thrust::placeholders; \
|
|
Vector result(input_reference.size()); \
|
|
thrust::transform(input_reference.begin(), input_reference.end(), result.begin(), reference_operator _1); \
|
|
\
|
|
ASSERT_ALMOST_EQUAL(input_reference, input); \
|
|
ASSERT_ALMOST_EQUAL(reference, result); \
|
|
} \
|
|
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestFunctionalPlaceholdersPrefix##name);
|
|
|
|
PREFIX_FUNCTIONAL_PLACEHOLDERS_TEST(Increment, ++, prefix_increment_reference);
|
|
PREFIX_FUNCTIONAL_PLACEHOLDERS_TEST(Decrement, --, prefix_decrement_reference);
|
|
|
|
#define SUFFIX_FUNCTIONAL_PLACEHOLDERS_TEST(name, reference_operator, functor) \
|
|
template <typename Vector> \
|
|
void TestFunctionalPlaceholdersSuffix##name() \
|
|
{ \
|
|
const size_t num_samples = 10000; \
|
|
using T = typename Vector::value_type; \
|
|
Vector input = unittest::random_samples<T>(num_samples); \
|
|
\
|
|
Vector input_reference = input; \
|
|
Vector reference(input.size()); \
|
|
thrust::transform(input.begin(), input.end(), reference.begin(), functor<T>()); \
|
|
\
|
|
using namespace thrust::placeholders; \
|
|
Vector result(input_reference.size()); \
|
|
thrust::transform(input_reference.begin(), input_reference.end(), result.begin(), _1 reference_operator); \
|
|
\
|
|
ASSERT_ALMOST_EQUAL(input_reference, input); \
|
|
ASSERT_ALMOST_EQUAL(reference, result); \
|
|
} \
|
|
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestFunctionalPlaceholdersSuffix##name);
|
|
|
|
SUFFIX_FUNCTIONAL_PLACEHOLDERS_TEST(Increment, ++, suffix_increment_reference);
|
|
SUFFIX_FUNCTIONAL_PLACEHOLDERS_TEST(Decrement, --, suffix_decrement_reference);
|