/* * Copyright 2008-2013 NVIDIA Corporation * Modifications Copyright© 2019-2025 Advanced Micro Devices, Inc. All rights reserved. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include #include #include #include #include #include #include #include #include #include "test_param_fixtures.hpp" #include "test_real_assertions.hpp" #include "test_utils.hpp" // There is a unfortunate miscompilation of the gcc-11 vectorizer leading to OOB writes // Adding this attribute suffices that this miscompilation does not appear anymore #if (THRUST_HOST_COMPILER == THRUST_HOST_COMPILER_GCC) && __GNUC__ >= 11 # define THRUST_DISABLE_BROKEN_GCC_VECTORIZER __attribute__((optimize("no-tree-vectorize"))) #else # define THRUST_DISABLE_BROKEN_GCC_VECTORIZER #endif using VectorTestsParams = ::testing::Types< Params>, Params>, Params>, Params>, Params>>, Params>, Params>, Params>, Params>, Params>>, Params>, Params>>; TESTS_INOUT_DEFINE(TransformInOutTests, AllInOutTestsParams); TESTS_DEFINE(TransformTests, FullTestsParams); TESTS_DEFINE(TransformVectorTests, VectorTestsParams); template struct unary_transform { __device__ __host__ inline constexpr T operator()(const T& a) const { return a + 5; } }; template struct binary_transform { __device__ __host__ inline constexpr T operator()(const T& a, const T& b) const { return a * 2 + b * 5; } }; TYPED_TEST(TransformInOutTests, UnaryTransform) { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size = " << size); thrust::host_vector h_input(size); for (size_t i = 0; i < size; i++) { h_input[i] = i; } // Calculate expected results on host thrust::host_vector expected(size); thrust::transform(h_input.begin(), h_input.end(), expected.begin(), unary_transform()); thrust::device_vector d_input(h_input); thrust::device_vector d_output(size); thrust::transform(d_input.begin(), d_input.end(), d_output.begin(), unary_transform()); thrust::host_vector h_output = d_output; for (size_t i = 0; i < size; i++) { ASSERT_EQ(h_output[i], expected[i]) << "where index = " << i; } } } TYPED_TEST(TransformInOutTests, BinaryTransform) { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size = " << size); thrust::host_vector h_input1(size); thrust::host_vector h_input2(size); for (size_t i = 0; i < size; i++) { h_input1[i] = i * 3; h_input2[i] = i; } // Calculate expected results on host thrust::host_vector expected(size); thrust::transform(h_input1.begin(), h_input1.end(), h_input2.begin(), expected.begin(), binary_transform()); thrust::device_vector d_input1(h_input1); thrust::device_vector d_input2(h_input2); thrust::device_vector d_output(size); thrust::transform(d_input1.begin(), d_input1.end(), d_input2.begin(), d_output.begin(), binary_transform()); thrust::host_vector h_output = d_output; for (size_t i = 0; i < size; i++) { ASSERT_EQ(h_output[i], expected[i]) << "where index = " << i; } } } TYPED_TEST(TransformVectorTests, TestTransformUnarySimple) { using Vector = typename TestFixture::input_type; using T = typename Vector::value_type; typename Vector::iterator iter; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); Vector input{1, -2, 3}; Vector output(3); Vector result{-1, 2, -3}; iter = thrust::transform(input.begin(), input.end(), output.begin(), thrust::negate()); ASSERT_EQ(std::size_t(iter - output.begin()), input.size()); ASSERT_EQ(output, result); } template OutputIterator transform(my_system& system, InputIterator, InputIterator, OutputIterator result, UnaryFunction) { system.validate_dispatch(); return result; } TEST(TransformTests, TestTransformUnaryDispatchExplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); my_system sys(0); thrust::transform(sys, vec.begin(), vec.begin(), vec.begin(), 0); ASSERT_EQ(true, sys.is_valid()); } template OutputIterator transform(my_tag, InputIterator, InputIterator, OutputIterator result, UnaryFunction) { *result = 13; return result; } TEST(TransformTests, TestTransformUnaryDispatchImplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); thrust::transform( thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), 0); ASSERT_EQ(13, vec.front()); } TYPED_TEST(TransformVectorTests, TestTransformIfUnaryNoStencilSimple) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using Vector = typename TestFixture::input_type; using T = typename Vector::value_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); typename Vector::iterator iter; Vector input{0, -2, 0}; Vector output{-1, -2, -3}; Vector result{-1, 2, -3}; iter = thrust::transform_if(input.begin(), input.end(), output.begin(), thrust::negate(), ::internal::identity{}); ASSERT_EQ(std::size_t(iter - output.begin()), input.size()); ASSERT_EQ(output, result); } template ForwardIterator transform_if(my_system& system, InputIterator, InputIterator, ForwardIterator result, UnaryFunction, Predicate) { system.validate_dispatch(); return result; } TEST(TransformTests, TestTransformIfUnaryNoStencilDispatchExplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); my_system sys(0); thrust::transform_if(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), 0); ASSERT_EQ(true, sys.is_valid()); } template ForwardIterator transform_if(my_tag, InputIterator, InputIterator, ForwardIterator result, UnaryFunction, Predicate) { *result = 13; return result; } TEST(TransformTests, TestTransformIfUnaryNoStencilDispatchImplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); thrust::transform_if( thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), 0); ASSERT_EQ(13, vec.front()); } TYPED_TEST(TransformVectorTests, TestTransformIfUnarySimple) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using Vector = typename TestFixture::input_type; using T = typename Vector::value_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); typename Vector::iterator iter; Vector input{1, -2, 3}; Vector stencil{1, 0, 1}; Vector output{1, 2, 3}; Vector result{-1, 2, -3}; iter = thrust::transform_if( input.begin(), input.end(), stencil.begin(), output.begin(), thrust::negate(), ::internal::identity{}); ASSERT_EQ(std::size_t(iter - output.begin()), input.size()); ASSERT_EQ(output, result); } template ForwardIterator transform_if(my_system& system, InputIterator1, InputIterator1, ForwardIterator result, UnaryFunction, Predicate) { system.validate_dispatch(); return result; } TEST(TransformTests, TestTransformIfUnaryDispatchExplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); my_system sys(0); thrust::transform_if(sys, vec.begin(), vec.begin(), vec.begin(), 0, 0); ASSERT_EQ(true, sys.is_valid()); } template ForwardIterator transform_if(my_tag, InputIterator1, InputIterator1, ForwardIterator result, UnaryFunction, Predicate) { *result = 13; return result; } TEST(TransformTests, TestTransformIfUnaryDispatchImplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); thrust::transform_if( thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), 0, 0); ASSERT_EQ(13, vec.front()); } TYPED_TEST(TransformVectorTests, TestTransformBinarySimple) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using Vector = typename TestFixture::input_type; using T = typename Vector::value_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); typename Vector::iterator iter; // There is a strange gcc bug here where it believes we would write out of bounds. // It seems to go away if we add one more element that we leave untouched. Luckily 0 - 0 = 0 so all is fine. // Note that we still write the element, so it does not hide a functional thrust bug Vector input1{1, -2, 3}; Vector input2{-4, 5, 6}; Vector output(3); Vector result{5, -7, -3}; iter = thrust::transform(input1.begin(), input1.end(), input2.begin(), output.begin(), thrust::minus()); ASSERT_EQ(std::size_t(iter - output.begin()), input1.size()); ASSERT_EQ(output, result); } template OutputIterator transform(my_system& system, InputIterator1, InputIterator1, InputIterator2, OutputIterator result, UnaryFunction) { system.validate_dispatch(); return result; } TEST(TransformTests, TestTransformBinaryDispatchExplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); my_system sys(0); thrust::transform(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), 0); ASSERT_EQ(true, sys.is_valid()); } template OutputIterator transform(my_tag, InputIterator1, InputIterator1, InputIterator2, OutputIterator result, UnaryFunction) { *result = 13; return result; } TEST(TransformTests, TestTransformBinaryDispatchImplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); thrust::transform( thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), 0); ASSERT_EQ(13, vec.front()); } TYPED_TEST(TransformVectorTests, TestTransformIfBinarySimple) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using Vector = typename TestFixture::input_type; using T = typename Vector::value_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); typename Vector::iterator iter; Vector input1{1, -2, 3}; Vector input2{-4, 5, 6}; Vector stencil{0, 1, 0}; Vector output{1, 2, 3}; Vector result{5, 2, -3}; ::internal::identity identity; iter = thrust::transform_if( input1.begin(), input1.end(), input2.begin(), stencil.begin(), output.begin(), thrust::minus(), thrust::not_fn(identity)); ASSERT_EQ(std::size_t(iter - output.begin()), input1.size()); ASSERT_EQ(output, result); } template ForwardIterator transform_if( my_system& system, InputIterator1, InputIterator1, InputIterator2, InputIterator3, ForwardIterator result, BinaryFunction, Predicate) { system.validate_dispatch(); return result; } TEST(TransformTests, TestTransformIfBinaryDispatchExplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); my_system sys(0); thrust::transform_if(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), vec.begin(), 0, 0); ASSERT_EQ(true, sys.is_valid()); } template ForwardIterator transform_if( my_tag, InputIterator1, InputIterator1, InputIterator2, InputIterator3, ForwardIterator result, BinaryFunction, Predicate) { *result = 13; return result; } TEST(TransformTests, TestTransformIfBinaryDispatchImplicit) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); thrust::device_vector vec(1); thrust::transform_if( thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), 0, 0); ASSERT_EQ(13, vec.front()); } TYPED_TEST(TransformInOutTests, TestTransformUnary) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::device_vector d_input = h_input; thrust::host_vector h_output(size); thrust::device_vector d_output(size); thrust::transform(h_input.begin(), h_input.end(), h_output.begin(), thrust::negate()); thrust::transform(d_input.begin(), d_input.end(), d_output.begin(), thrust::negate()); ASSERT_EQ(h_output, d_output); } } } TYPED_TEST(TransformInOutTests, TestTransformUnaryToDiscardIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::device_vector d_input = h_input; thrust::discard_iterator<> h_result = thrust::transform(h_input.begin(), h_input.end(), thrust::make_discard_iterator(), thrust::negate()); thrust::discard_iterator<> d_result = thrust::transform(d_input.begin(), d_input.end(), thrust::make_discard_iterator(), thrust::negate()); thrust::discard_iterator<> reference(size); ASSERT_EQ_QUIET(reference, h_result); ASSERT_EQ_QUIET(reference, d_result); } } } struct repeat2 { template THRUST_HOST_DEVICE thrust::pair operator()(T x) { return thrust::make_pair(x, x); } }; TYPED_TEST(TransformInOutTests, TestTransformUnaryToDiscardIteratorZipped) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::device_vector d_input = h_input; thrust::host_vector h_output(size); thrust::device_vector d_output(size); using Iterator1 = typename thrust::host_vector::iterator; using Iterator2 = typename thrust::device_vector::iterator; using Tuple1 = thrust::tuple>; using Tuple2 = thrust::tuple>; using ZipIterator1 = thrust::zip_iterator; using ZipIterator2 = thrust::zip_iterator; ZipIterator1 z1(thrust::make_tuple(h_output.begin(), thrust::make_discard_iterator())); ZipIterator2 z2(thrust::make_tuple(d_output.begin(), thrust::make_discard_iterator())); ZipIterator1 h_result = thrust::transform(h_input.begin(), h_input.end(), z1, repeat2()); ZipIterator2 d_result = thrust::transform(d_input.begin(), d_input.end(), z2, repeat2()); thrust::discard_iterator<> reference(size); ASSERT_EQ(h_output, d_output); ASSERT_EQ_QUIET(reference, thrust::get<1>(h_result.get_iterator_tuple())); ASSERT_EQ_QUIET(reference, thrust::get<1>(d_result.get_iterator_tuple())); } } } struct is_positive { template THRUST_HOST_DEVICE bool operator()(T& x) { return x > 0; } // end operator()() }; // end is_positive TYPED_TEST(TransformInOutTests, TestTransformIfUnaryNoStencil) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_output = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::device_vector d_input = h_input; thrust::device_vector d_output = h_output; thrust::transform_if(h_input.begin(), h_input.end(), h_output.begin(), thrust::negate(), is_positive()); thrust::transform_if(d_input.begin(), d_input.end(), d_output.begin(), thrust::negate(), is_positive()); ASSERT_EQ(h_output, d_output); } } } TYPED_TEST(TransformInOutTests, TestTransformIfUnary) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_stencil = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::host_vector h_output = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + 2 * seed_value_addition); thrust::device_vector d_input = h_input; thrust::device_vector d_stencil = h_stencil; thrust::device_vector d_output = h_output; thrust::transform_if( h_input.begin(), h_input.end(), h_stencil.begin(), h_output.begin(), thrust::negate(), is_positive()); thrust::transform_if( d_input.begin(), d_input.end(), d_stencil.begin(), d_output.begin(), thrust::negate(), is_positive()); ASSERT_EQ(h_output, d_output); } } } TYPED_TEST(TransformInOutTests, TestTransformIfUnaryToDiscardIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_stencil = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::device_vector d_input = h_input; thrust::device_vector d_stencil = h_stencil; thrust::discard_iterator<> h_result = thrust::transform_if( h_input.begin(), h_input.end(), h_stencil.begin(), thrust::make_discard_iterator(), thrust::negate(), is_positive()); thrust::discard_iterator<> d_result = thrust::transform_if( d_input.begin(), d_input.end(), d_stencil.begin(), thrust::make_discard_iterator(), thrust::negate(), is_positive()); thrust::discard_iterator<> reference(size); ASSERT_EQ_QUIET(reference, h_result); ASSERT_EQ_QUIET(reference, d_result); } } } TYPED_TEST(TransformInOutTests, TestTransformBinary) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input1 = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_input2 = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::device_vector d_input1 = h_input1; thrust::device_vector d_input2 = h_input2; thrust::host_vector h_output(size); thrust::device_vector d_output(size); thrust::transform(h_input1.begin(), h_input1.end(), h_input2.begin(), h_output.begin(), thrust::minus()); thrust::transform(d_input1.begin(), d_input1.end(), d_input2.begin(), d_output.begin(), thrust::minus()); ASSERT_EQ(h_output, d_output); thrust::transform(h_input1.begin(), h_input1.end(), h_input2.begin(), h_output.begin(), thrust::multiplies()); thrust::transform(d_input1.begin(), d_input1.end(), d_input2.begin(), d_output.begin(), thrust::multiplies()); ASSERT_EQ(h_output, d_output); } } } TYPED_TEST(TransformInOutTests, TestTransformBinaryToDiscardIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input1 = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_input2 = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::device_vector d_input1 = h_input1; thrust::device_vector d_input2 = h_input2; thrust::discard_iterator<> h_result = thrust::transform( h_input1.begin(), h_input1.end(), h_input2.begin(), thrust::make_discard_iterator(), thrust::minus()); thrust::discard_iterator<> d_result = thrust::transform( d_input1.begin(), d_input1.end(), d_input2.begin(), thrust::make_discard_iterator(), thrust::minus()); thrust::discard_iterator<> reference(size); ASSERT_EQ_QUIET(reference, h_result); ASSERT_EQ_QUIET(reference, d_result); } } } TYPED_TEST(TransformInOutTests, TestTransformIfBinary) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input1 = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_input2 = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::host_vector h_stencil = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + 2 * seed_value_addition); thrust::host_vector h_output = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + 3 * seed_value_addition); thrust::device_vector d_input1 = h_input1; thrust::device_vector d_input2 = h_input2; thrust::device_vector d_stencil = h_stencil; thrust::device_vector d_output = h_output; thrust::transform_if( h_input1.begin(), h_input1.end(), h_input2.begin(), h_stencil.begin(), h_output.begin(), thrust::minus(), is_positive()); thrust::transform_if( d_input1.begin(), d_input1.end(), d_input2.begin(), d_stencil.begin(), d_output.begin(), thrust::minus(), is_positive()); ASSERT_EQ(h_output, d_output); h_stencil = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + 4 * seed_value_addition); d_stencil = h_stencil; thrust::transform_if( h_input1.begin(), h_input1.end(), h_input2.begin(), h_stencil.begin(), h_output.begin(), thrust::multiplies(), is_positive()); thrust::transform_if( d_input1.begin(), d_input1.end(), d_input2.begin(), d_stencil.begin(), d_output.begin(), thrust::multiplies(), is_positive()); ASSERT_EQ(h_output, d_output); } } } TYPED_TEST(TransformInOutTests, TestTransformIfBinaryToDiscardIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size= " << size); for (auto seed : get_seeds()) { SCOPED_TRACE(testing::Message() << "with seed= " << seed); thrust::host_vector h_input1 = get_random_data(size, get_default_limits::min(), get_default_limits::max(), seed); thrust::host_vector h_input2 = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + seed_value_addition); thrust::host_vector h_stencil = get_random_data( size, get_default_limits::min(), get_default_limits::max(), seed + 2 * seed_value_addition); thrust::device_vector d_input1 = h_input1; thrust::device_vector d_input2 = h_input2; thrust::device_vector d_stencil = h_stencil; thrust::discard_iterator<> h_result = thrust::transform_if( h_input1.begin(), h_input1.end(), h_input2.begin(), h_stencil.begin(), thrust::make_discard_iterator(), thrust::minus(), is_positive()); thrust::discard_iterator<> d_result = thrust::transform_if( d_input1.begin(), d_input1.end(), d_input2.begin(), d_stencil.begin(), thrust::make_discard_iterator(), thrust::minus(), is_positive()); thrust::discard_iterator<> reference(size); ASSERT_EQ_QUIET(reference, h_result); ASSERT_EQ_QUIET(reference, d_result); } } } #if ((__GNUC__ * 10000 + __GNUC_MINOR__ * 100) == 40400) || (THRUST_HOST_COMPILER == THRUST_HOST_COMPILER_INTEL) TYPED_TEST(TransformInOutTests, TestTransformUnaryCountingIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); // G++ 4.4.x has a known failure with auto-vectorization (due to -O3 or // -ftree-vectorize) of this test. // See https://gcc.gnu.org/bugzilla/show_bug.cgi?id=43251 // ICPC has a known failure with auto-vectorization (due to -O2 or // higher) of this test. // See nvbug 200326708. GTEST_NONFATAL_FAILURE_("Known failure"); } #else TYPED_TEST(TransformInOutTests, TestTransformUnaryCountingIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); size_t const n = 15 * sizeof(T); ASSERT_LE(T(n), truncate_to_max_representable(n)); thrust::counting_iterator h_first = thrust::make_counting_iterator(0); thrust::counting_iterator d_first = thrust::make_counting_iterator(0); thrust::host_vector h_result(n); thrust::device_vector d_result(n); thrust::transform(h_first, h_first + n, h_result.begin(), ::internal::identity{}); thrust::transform(d_first, d_first + n, d_result.begin(), ::internal::identity{}); ASSERT_EQ(h_result, d_result); } #endif #if (__GNUC__ * 10000 + __GNUC_MINOR__ * 100) == 40400 TYPED_TEST(TransformInOutTests, TestTransformBinaryCountingIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); // GCC 4.4.x has a known failure with auto-vectorization (due to -O3 or -ftree-vectorize) of this test // See https://gcc.gnu.org/bugzilla/show_bug.cgi?id=43251 GTEST_NONFATAL_FAILURE_("Known failure"); } #else TYPED_TEST(TransformInOutTests, TestTransformBinaryCountingIterator) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { using T = typename TestFixture::input_type; using U = typename TestFixture::output_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); size_t const size = 15 * sizeof(T); ASSERT_LE(T(size), truncate_to_max_representable(size)); thrust::counting_iterator h_first = thrust::make_counting_iterator(0); thrust::counting_iterator d_first = thrust::make_counting_iterator(0); thrust::host_vector h_result(size); thrust::device_vector d_result(size); thrust::transform(h_first, h_first + size, h_first, h_result.begin(), thrust::plus()); thrust::transform(d_first, d_first + size, d_first, d_result.begin(), thrust::plus()); ASSERT_EQ(h_result, d_result); } #endif template struct plus_mod3 { T* table; plus_mod3(T* table) : table(table) {} THRUST_HOST_DEVICE T operator()(T a, T b) { return table[(int) (a + b)]; } }; TYPED_TEST(TransformTests, TestTransformWithIndirection) THRUST_DISABLE_BROKEN_GCC_VECTORIZER { // add numbers modulo 3 with external lookup table using Vector = typename TestFixture::input_type; using T = typename Vector::value_type; SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); Vector input1{0, 1, 2, 1, 2, 0, 1}; Vector input2{2, 2, 2, 0, 2, 1, 0}; Vector output(7, 0); Vector table{0, 1, 2, 0, 1, 2}; thrust::transform( input1.begin(), input1.end(), input2.begin(), output.begin(), plus_mod3(thrust::raw_pointer_cast(&table[0]))); Vector ref{2, 0, 1, 1, 1, 1, 1}; ASSERT_EQ(output, ref); } __global__ THRUST_HIP_LAUNCH_BOUNDS_DEFAULT void UnaryTransformKernel(int const N, int* input, int* output) { if (threadIdx.x == 0) { thrust::device_ptr in_begin(input); thrust::device_ptr in_end(input + N); thrust::device_ptr out_begin(output); thrust::transform(thrust::hip::par, in_begin, in_end, out_begin, unary_transform()); } } TEST(TransformInOutTests, TestUnaryTransformDevice) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size = " << size); thrust::host_vector h_input(size); for (size_t i = 0; i < size; i++) { h_input[i] = i; } // Calculate expected results on host thrust::host_vector expected(size); thrust::transform(h_input.begin(), h_input.end(), expected.begin(), unary_transform()); thrust::device_vector d_input(h_input); thrust::device_vector d_output(size); hipLaunchKernelGGL( UnaryTransformKernel, dim3(1, 1, 1), dim3(128, 1, 1), 0, 0, size, thrust::raw_pointer_cast(&d_input[0]), thrust::raw_pointer_cast(&d_output[0])); HIP_CHECK(hipGetLastError()); ASSERT_EQ(expected, d_output); } } __global__ THRUST_HIP_LAUNCH_BOUNDS_DEFAULT void BinaryTransformKernel(int const N, int* input1, int* input2, int* output) { if (threadIdx.x == 0) { thrust::device_ptr in1_begin(input1); thrust::device_ptr in1_end(input1 + N); thrust::device_ptr in2_begin(input2); thrust::device_ptr out_begin(output); thrust::transform(thrust::hip::par, in1_begin, in1_end, in2_begin, out_begin, binary_transform()); } } TEST(TransformInOutTests, TestBinaryTransformDevice) { SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest()); for (auto size : get_sizes()) { SCOPED_TRACE(testing::Message() << "with size = " << size); thrust::host_vector h_input1(size); thrust::host_vector h_input2(size); for (size_t i = 0; i < size; i++) { h_input1[i] = i * 3; h_input2[i] = i; } // Calculate expected results on host thrust::host_vector expected(size); thrust::transform(h_input1.begin(), h_input1.end(), h_input2.begin(), expected.begin(), binary_transform()); thrust::device_vector d_input1(h_input1); thrust::device_vector d_input2(h_input2); thrust::device_vector d_output(size); hipLaunchKernelGGL( BinaryTransformKernel, dim3(1, 1, 1), dim3(128, 1, 1), 0, 0, size, thrust::raw_pointer_cast(&d_input1[0]), thrust::raw_pointer_cast(&d_input2[0]), thrust::raw_pointer_cast(&d_output[0])); HIP_CHECK(hipGetLastError()); ASSERT_EQ(expected, d_output); } }