#include #include #include #include #include #include #include template void TestInclusiveScanByKeySimple() { using T = typename Vector::value_type; using Iterator = typename Vector::iterator; Vector keys{0, 1, 1, 1, 2, 3, 3}; Vector vals{1, 2, 3, 4, 5, 6, 7}; Vector output(7, 0); Iterator iter = thrust::inclusive_scan_by_key(keys.begin(), keys.end(), vals.begin(), output.begin()); ASSERT_EQUAL_QUIET(iter, output.end()); Vector ref{1, 2, 5, 9, 5, 6, 13}; ASSERT_EQUAL(output, ref); thrust::inclusive_scan_by_key( keys.begin(), keys.end(), vals.begin(), output.begin(), ::cuda::std::equal_to(), ::cuda::std::multiplies()); ref = {1, 2, 6, 24, 5, 6, 42}; ASSERT_EQUAL(output, ref); thrust::inclusive_scan_by_key(keys.begin(), keys.end(), vals.begin(), output.begin(), ::cuda::std::equal_to()); ref = {1, 2, 5, 9, 5, 6, 13}; ASSERT_EQUAL(output, ref); } DECLARE_VECTOR_UNITTEST(TestInclusiveScanByKeySimple); template OutputIterator inclusive_scan_by_key(my_system& system, InputIterator1, InputIterator1, InputIterator2, OutputIterator result) { system.validate_dispatch(); return result; } void TestInclusiveScanByKeyDispatchExplicit() { thrust::device_vector vec(1); my_system sys(0); thrust::inclusive_scan_by_key(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin()); ASSERT_EQUAL(true, sys.is_valid()); } DECLARE_UNITTEST(TestInclusiveScanByKeyDispatchExplicit); template OutputIterator inclusive_scan_by_key(my_tag, InputIterator1, InputIterator1, InputIterator2, OutputIterator result) { *result = 13; return result; } void TestInclusiveScanByKeyDispatchImplicit() { thrust::device_vector vec(1); thrust::inclusive_scan_by_key( thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin()), thrust::retag(vec.begin())); ASSERT_EQUAL(13, vec.front()); } DECLARE_UNITTEST(TestInclusiveScanByKeyDispatchImplicit); struct head_flag_predicate { template _CCCL_HOST_DEVICE bool operator()(const T&, const T& b) { return b ? false : true; } }; template void TestScanByKeyHeadFlags() { using T = typename Vector::value_type; Vector keys{0, 1, 0, 0, 1, 1, 0}; Vector vals{1, 2, 3, 4, 5, 6, 7}; Vector output(7, 0); thrust::inclusive_scan_by_key( keys.begin(), keys.end(), vals.begin(), output.begin(), head_flag_predicate(), ::cuda::std::plus()); Vector ref{1, 2, 5, 9, 5, 6, 13}; ASSERT_EQUAL(output, ref); } DECLARE_VECTOR_UNITTEST(TestScanByKeyHeadFlags); template void TestInclusiveScanByKeyTransformIterator() { using T = typename Vector::value_type; Vector keys{0, 1, 1, 1, 2, 3, 3}; Vector vals{1, 2, 3, 4, 5, 6, 7}; Vector output(7, 0); thrust::inclusive_scan_by_key( keys.begin(), keys.end(), thrust::make_transform_iterator(vals.begin(), ::cuda::std::negate()), output.begin()); Vector ref{-1, -2, -5, -9, -5, -6, -13}; ASSERT_EQUAL(output, ref); } DECLARE_VECTOR_UNITTEST(TestInclusiveScanByKeyTransformIterator); template void TestScanByKeyReusedKeys() { Vector keys{0, 1, 1, 1, 0, 1, 1}; Vector vals{1, 2, 3, 4, 5, 6, 7}; Vector output(7, 0); thrust::inclusive_scan_by_key(keys.begin(), keys.end(), vals.begin(), output.begin()); Vector ref{1, 2, 5, 9, 5, 6, 13}; ASSERT_EQUAL(output, ref); } DECLARE_VECTOR_UNITTEST(TestScanByKeyReusedKeys); template void TestInclusiveScanByKey(const size_t n) { thrust::host_vector h_keys(n); thrust::default_random_engine rng; for (size_t i = 0, k = 0; i < n; i++) { h_keys[i] = static_cast(k); if (rng() % 10 == 0) { k++; } } thrust::device_vector d_keys = h_keys; thrust::host_vector h_vals = unittest::random_integers(n); for (size_t i = 0; i < n; i++) { h_vals[i] = static_cast(i % 10); } thrust::device_vector d_vals = h_vals; thrust::host_vector h_output(n); thrust::device_vector d_output(n); thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_output.begin()); thrust::inclusive_scan_by_key(d_keys.begin(), d_keys.end(), d_vals.begin(), d_output.begin()); ASSERT_EQUAL(d_output, h_output); } DECLARE_VARIABLE_UNITTEST(TestInclusiveScanByKey); template void TestInclusiveScanByKeyInPlace(const size_t n) { thrust::host_vector h_keys(n); thrust::default_random_engine rng; for (size_t i = 0, k = 0; i < n; i++) { h_keys[i] = static_cast(k); if (rng() % 10 == 0) { k++; } } thrust::device_vector d_keys = h_keys; thrust::host_vector h_vals = unittest::random_integers(n); for (size_t i = 0; i < n; i++) { h_vals[i] = static_cast(i % 10); } thrust::device_vector d_vals = h_vals; thrust::host_vector h_output(n); thrust::device_vector d_output(n); // in-place scans: in/out values aliasing h_output = h_vals; d_output = d_vals; thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_output.begin(), h_output.begin()); thrust::inclusive_scan_by_key(d_keys.begin(), d_keys.end(), d_output.begin(), d_output.begin()); ASSERT_EQUAL(d_output, h_output); // in-place scans: in/out keys aliasing thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_keys.begin()); thrust::inclusive_scan_by_key(d_keys.begin(), d_keys.end(), d_vals.begin(), d_keys.begin()); ASSERT_EQUAL(d_keys, h_keys); } DECLARE_VARIABLE_UNITTEST(TestInclusiveScanByKeyInPlace); void TestScanByKeyMixedTypes() { const unsigned int n = 113; thrust::host_vector h_keys(n); thrust::default_random_engine rng; for (size_t i = 0, k = 0; i < n; i++) { h_keys[i] = static_cast(k); if (rng() % 10 == 0) { k++; } } thrust::device_vector d_keys = h_keys; thrust::host_vector h_vals = unittest::random_integers(n); for (size_t i = 0; i < n; i++) { h_vals[i] %= 10; } thrust::device_vector d_vals = h_vals; thrust::host_vector h_float_output(n); thrust::device_vector d_float_output(n); thrust::host_vector h_int_output(n); thrust::device_vector d_int_output(n); // mixed vals/output types thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_float_output.begin()); thrust::inclusive_scan_by_key(d_keys.begin(), d_keys.end(), d_vals.begin(), d_float_output.begin()); ASSERT_EQUAL(d_float_output, h_float_output); } DECLARE_UNITTEST(TestScanByKeyMixedTypes); template void TestScanByKeyDiscardOutput(std::size_t n) { thrust::host_vector h_keys(n); thrust::default_random_engine rng; for (size_t i = 0, k = 0; i < n; i++) { h_keys[i] = static_cast(k); if (rng() % 10 == 0) { k++; } } thrust::device_vector d_keys = h_keys; thrust::host_vector h_vals(n); for (size_t i = 0; i < n; i++) { h_vals[i] = static_cast(i % 10); } thrust::device_vector d_vals = h_vals; auto out = thrust::make_discard_iterator(); // These are no-ops, but they should compile. thrust::inclusive_scan_by_key(d_keys.cbegin(), d_keys.cend(), d_vals.cbegin(), out); thrust::inclusive_scan_by_key(d_keys.cbegin(), d_keys.cend(), d_vals.cbegin(), out, ::cuda::std::equal_to{}); thrust::inclusive_scan_by_key( d_keys.cbegin(), d_keys.cend(), d_vals.cbegin(), out, ::cuda::std::equal_to{}, ::cuda::std::multiplies{}); } DECLARE_VARIABLE_UNITTEST(TestScanByKeyDiscardOutput); void TestScanByKeyLargeInput() { const unsigned int N = 1 << 20; thrust::host_vector vals_sizes = unittest::random_integers(10); thrust::host_vector h_vals = unittest::random_integers(N); thrust::device_vector d_vals = h_vals; thrust::host_vector h_output(N, 0); thrust::device_vector d_output(N, 0); for (const auto val_size : vals_sizes) { const unsigned int n = val_size % N; // define segments thrust::host_vector h_keys(n); thrust::default_random_engine rng; for (size_t j = 0, k = 0; j < n; j++) { h_keys[j] = static_cast(k); if (rng() % 100 == 0) { k++; } } thrust::device_vector d_keys = h_keys; thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.begin() + n, h_vals.begin(), h_output.begin()); thrust::inclusive_scan_by_key(d_keys.begin(), d_keys.begin() + n, d_vals.begin(), d_output.begin()); ASSERT_EQUAL(d_output, h_output); } } DECLARE_UNITTEST(TestScanByKeyLargeInput); template void _TestScanByKeyWithLargeTypes() { size_t n = (64 * 1024) / sizeof(FixedVector); thrust::host_vector h_keys(n); thrust::host_vector> h_vals(n); thrust::host_vector> h_output(n); thrust::default_random_engine rng; for (size_t i = 0, k = 0; i < h_vals.size(); i++) { h_keys[i] = static_cast(k); h_vals[i] = FixedVector(static_cast(i)); if (rng() % 5 == 0) { k++; } } thrust::device_vector d_keys = h_keys; thrust::device_vector> d_vals = h_vals; thrust::device_vector> d_output(n); thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_output.begin()); thrust::inclusive_scan_by_key(d_keys.begin(), d_keys.end(), d_vals.begin(), d_output.begin()); ASSERT_EQUAL_QUIET(h_output, d_output); } void TestScanByKeyWithLargeTypes() { _TestScanByKeyWithLargeTypes(); _TestScanByKeyWithLargeTypes(); _TestScanByKeyWithLargeTypes(); _TestScanByKeyWithLargeTypes(); // too many resources requested for launch: //_TestScanByKeyWithLargeTypes(); //_TestScanByKeyWithLargeTypes(); // too large to pass as argument //_TestScanByKeyWithLargeTypes(); //_TestScanByKeyWithLargeTypes(); //_TestScanByKeyWithLargeTypes(); //_TestScanByKeyWithLargeTypes(); //_TestScanByKeyWithLargeTypes(); } DECLARE_UNITTEST(TestScanByKeyWithLargeTypes);