#include #include #include #include #ifdef THRUST_TEST_DEVICE_SIDE template __global__ void inclusive_scan_by_key_kernel( ExecutionPolicy exec, Iterator1 keys_first, Iterator1 keys_last, Iterator2 values_first, Iterator3 result) { thrust::inclusive_scan_by_key(exec, keys_first, keys_last, values_first, result); } template __global__ void exclusive_scan_by_key_kernel( ExecutionPolicy exec, Iterator1 keys_first, Iterator1 keys_last, Iterator2 values_first, Iterator3 result) { thrust::exclusive_scan_by_key(exec, keys_first, keys_last, values_first, result); } template __global__ void exclusive_scan_by_key_kernel( ExecutionPolicy exec, Iterator1 keys_first, Iterator1 keys_last, Iterator2 values_first, Iterator3 result, T init) { thrust::exclusive_scan_by_key(exec, keys_first, keys_last, values_first, result, init); } template void TestScanByKeyDevice(ExecutionPolicy exec) { size_t n = 1000; thrust::host_vector h_keys(n); for (size_t i = 0, k = 0; i < n; i++) { h_keys[i] = static_cast(k); if (rand() % 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] = 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()); inclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_vals.begin(), d_output.begin()); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_output, h_output); thrust::exclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_output.begin()); exclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_vals.begin(), d_output.begin()); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_output, h_output); thrust::exclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_output.begin(), 11); exclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_vals.begin(), d_output.begin(), 11); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_output, h_output); // 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()); inclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_output.begin(), d_output.begin()); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_output, h_output); h_output = h_vals; d_output = d_vals; thrust::exclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_output.begin(), h_output.begin(), 11); exclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_output.begin(), d_output.begin(), 11); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_output, h_output); // in-place scans: keys/values aliasing thrust::inclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_output.begin()); inclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_vals.begin(), d_keys.begin()); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_keys, h_output); d_keys = h_keys; thrust::exclusive_scan_by_key(h_keys.begin(), h_keys.end(), h_vals.begin(), h_output.begin(), 11); exclusive_scan_by_key_kernel<<<1, 1>>>(exec, d_keys.begin(), d_keys.end(), d_vals.begin(), d_keys.begin(), 11); { cudaError_t const err = cudaDeviceSynchronize(); ASSERT_EQUAL(cudaSuccess, err); } ASSERT_EQUAL(d_keys, h_output); } void TestScanByKeyDeviceSeq() { TestScanByKeyDevice(thrust::seq); } DECLARE_UNITTEST(TestScanByKeyDeviceSeq); void TestScanByKeyDeviceDevice() { TestScanByKeyDevice(thrust::device); } DECLARE_UNITTEST(TestScanByKeyDeviceDevice); #endif void TestInclusiveScanByKeyCudaStreams() { using Vector = thrust::device_vector; using T = Vector::value_type; using Iterator = Vector::iterator; Vector keys{0, 1, 1, 1, 2, 3, 3}; Vector vals{1, 2, 3, 4, 5, 6, 7}; Vector output(7, 0); cudaStream_t s; cudaStreamCreate(&s); Iterator iter = thrust::inclusive_scan_by_key(thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin()); cudaStreamSynchronize(s); ASSERT_EQUAL_QUIET(iter, output.end()); Vector ref{1, 2, 5, 9, 5, 6, 13}; ASSERT_EQUAL(output, ref); thrust::inclusive_scan_by_key( thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin(), ::cuda::std::equal_to(), ::cuda::std::multiplies()); cudaStreamSynchronize(s); ref = {1, 2, 6, 24, 5, 6, 42}; ASSERT_EQUAL(output, ref); thrust::inclusive_scan_by_key( thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin(), ::cuda::std::equal_to()); cudaStreamSynchronize(s); ref = {1, 2, 5, 9, 5, 6, 13}; ASSERT_EQUAL(output, ref); cudaStreamDestroy(s); } DECLARE_UNITTEST(TestInclusiveScanByKeyCudaStreams); void TestExclusiveScanByKeyCudaStreams() { using Vector = thrust::device_vector; using T = Vector::value_type; using Iterator = Vector::iterator; Vector keys{0, 1, 1, 1, 2, 3, 3}; Vector vals{1, 2, 3, 4, 5, 6, 7}; Vector output(7, 0); cudaStream_t s; cudaStreamCreate(&s); Iterator iter = thrust::exclusive_scan_by_key(thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin()); cudaStreamSynchronize(s); ASSERT_EQUAL_QUIET(iter, output.end()); Vector ref{0, 0, 2, 5, 0, 0, 6}; ASSERT_EQUAL(output, ref); thrust::exclusive_scan_by_key(thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin(), T(10)); cudaStreamSynchronize(s); ref = {10, 10, 12, 15, 10, 10, 16}; ASSERT_EQUAL(output, ref); thrust::exclusive_scan_by_key( thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin(), T(10), ::cuda::std::equal_to(), ::cuda::std::multiplies()); cudaStreamSynchronize(s); ref = {10, 10, 20, 60, 10, 10, 60}; ASSERT_EQUAL(output, ref); thrust::exclusive_scan_by_key( thrust::cuda::par.on(s), keys.begin(), keys.end(), vals.begin(), output.begin(), T(10), ::cuda::std::equal_to()); cudaStreamSynchronize(s); ref = {10, 10, 12, 15, 10, 10, 16}; ASSERT_EQUAL(output, ref); } DECLARE_UNITTEST(TestExclusiveScanByKeyCudaStreams);