mirror of
https://github.com/NVIDIA/cuda-samples.git
synced 2026-10-25 22:28:17 +08:00
Apply consistent code formatting across the repo. Add clang-format and pre-commit hooks.
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@@ -31,7 +31,7 @@ The RadixSort class can also be used within your application by building the rad
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CITATION
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--------
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Satish, N., Harris, M., and Garland, M. "Designing Efficient Sorting
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Satish, N., Harris, M., and Garland, M. "Designing Efficient Sorting
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Algorithms for Manycore GPUs". In Proceedings of IEEE International
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Parallel & Distributed Processing Symposium 2009 (IPDPS 2009).
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@@ -25,191 +25,193 @@
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*/
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#include <thrust/host_vector.h>
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#include <thrust/device_vector.h>
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#include <thrust/sort.h>
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#include <thrust/copy.h>
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#include <thrust/sequence.h>
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#include <thrust/random.h>
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#include <thrust/generate.h>
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#include <thrust/detail/type_traits.h>
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#include <helper_cuda.h>
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#include <algorithm>
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#include <time.h>
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#include <helper_cuda.h>
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#include <limits.h>
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#include <thrust/copy.h>
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#include <thrust/detail/type_traits.h>
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#include <thrust/device_vector.h>
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#include <thrust/generate.h>
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#include <thrust/host_vector.h>
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#include <thrust/random.h>
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#include <thrust/sequence.h>
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#include <thrust/sort.h>
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#include <time.h>
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template <typename T, bool floatKeys>
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bool testSort(int argc, char **argv) {
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int cmdVal;
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int keybits = 32;
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template <typename T, bool floatKeys> bool testSort(int argc, char **argv)
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{
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int cmdVal;
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int keybits = 32;
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unsigned int numElements = 1048576;
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bool keysOnly = checkCmdLineFlag(argc, (const char **)argv, "keysonly");
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bool quiet = checkCmdLineFlag(argc, (const char **)argv, "quiet");
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unsigned int numElements = 1048576;
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bool keysOnly = checkCmdLineFlag(argc, (const char **)argv, "keysonly");
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bool quiet = checkCmdLineFlag(argc, (const char **)argv, "quiet");
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if (checkCmdLineFlag(argc, (const char **)argv, "n")) {
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cmdVal = getCmdLineArgumentInt(argc, (const char **)argv, "n");
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numElements = cmdVal;
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if (checkCmdLineFlag(argc, (const char **)argv, "n")) {
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cmdVal = getCmdLineArgumentInt(argc, (const char **)argv, "n");
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numElements = cmdVal;
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if (cmdVal < 0) {
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printf("Error: elements must be > 0, elements=%d is invalid\n", cmdVal);
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exit(EXIT_SUCCESS);
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if (cmdVal < 0) {
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printf("Error: elements must be > 0, elements=%d is invalid\n", cmdVal);
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exit(EXIT_SUCCESS);
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}
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}
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}
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if (checkCmdLineFlag(argc, (const char **)argv, "keybits")) {
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cmdVal = getCmdLineArgumentInt(argc, (const char **)argv, "keybits");
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keybits = cmdVal;
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if (checkCmdLineFlag(argc, (const char **)argv, "keybits")) {
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cmdVal = getCmdLineArgumentInt(argc, (const char **)argv, "keybits");
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keybits = cmdVal;
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if (keybits <= 0) {
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printf("Error: keybits must be > 0, keybits=%d is invalid\n", keybits);
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exit(EXIT_SUCCESS);
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if (keybits <= 0) {
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printf("Error: keybits must be > 0, keybits=%d is invalid\n", keybits);
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exit(EXIT_SUCCESS);
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}
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}
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}
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unsigned int numIterations = (numElements >= 16777216) ? 10 : 100;
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unsigned int numIterations = (numElements >= 16777216) ? 10 : 100;
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if (checkCmdLineFlag(argc, (const char **)argv, "iterations")) {
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cmdVal = getCmdLineArgumentInt(argc, (const char **)argv, "iterations");
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numIterations = cmdVal;
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}
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if (checkCmdLineFlag(argc, (const char **)argv, "help")) {
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printf("Command line:\nradixSortThrust [-option]\n");
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printf("Valid options:\n");
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printf("-n=<N> : number of elements to sort\n");
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printf("-keybits=bits : keybits must be > 0\n");
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printf(
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"-keysonly : only sort an array of keys (default sorts key-value "
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"pairs)\n");
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printf(
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"-float : use 32-bit float keys (default is 32-bit unsigned "
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"int)\n");
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printf(
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"-quiet : Output only the number of elements and the time to "
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"sort\n");
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printf("-help : Output a help message\n");
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exit(EXIT_SUCCESS);
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}
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if (!quiet)
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printf("\nSorting %d %d-bit %s keys %s\n\n", numElements, keybits,
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floatKeys ? "float" : "unsigned int",
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keysOnly ? "(only)" : "and values");
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int deviceID = -1;
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if (cudaSuccess == cudaGetDevice(&deviceID)) {
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cudaDeviceProp devprop;
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cudaGetDeviceProperties(&devprop, deviceID);
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unsigned int totalMem = (keysOnly ? 2 : 4) * numElements * sizeof(T);
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if (devprop.totalGlobalMem < totalMem) {
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printf("Error: insufficient amount of memory to sort %d elements.\n",
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numElements);
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printf("%d bytes needed, %d bytes available\n", (int)totalMem,
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(int)devprop.totalGlobalMem);
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exit(EXIT_SUCCESS);
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if (checkCmdLineFlag(argc, (const char **)argv, "iterations")) {
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cmdVal = getCmdLineArgumentInt(argc, (const char **)argv, "iterations");
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numIterations = cmdVal;
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}
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}
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thrust::host_vector<T> h_keys(numElements);
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thrust::host_vector<T> h_keysSorted(numElements);
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thrust::host_vector<unsigned int> h_values;
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if (checkCmdLineFlag(argc, (const char **)argv, "help")) {
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printf("Command line:\nradixSortThrust [-option]\n");
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printf("Valid options:\n");
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printf("-n=<N> : number of elements to sort\n");
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printf("-keybits=bits : keybits must be > 0\n");
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printf("-keysonly : only sort an array of keys (default sorts key-value "
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"pairs)\n");
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printf("-float : use 32-bit float keys (default is 32-bit unsigned "
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"int)\n");
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printf("-quiet : Output only the number of elements and the time to "
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"sort\n");
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printf("-help : Output a help message\n");
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exit(EXIT_SUCCESS);
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}
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if (!keysOnly) h_values = thrust::host_vector<unsigned int>(numElements);
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if (!quiet)
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printf("\nSorting %d %d-bit %s keys %s\n\n",
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numElements,
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keybits,
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floatKeys ? "float" : "unsigned int",
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keysOnly ? "(only)" : "and values");
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// Fill up with some random data
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thrust::default_random_engine rng(clock());
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int deviceID = -1;
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if (floatKeys) {
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thrust::uniform_real_distribution<float> u01(0, 1);
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if (cudaSuccess == cudaGetDevice(&deviceID)) {
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cudaDeviceProp devprop;
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cudaGetDeviceProperties(&devprop, deviceID);
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unsigned int totalMem = (keysOnly ? 2 : 4) * numElements * sizeof(T);
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for (int i = 0; i < (int)numElements; i++) h_keys[i] = u01(rng);
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} else {
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thrust::uniform_int_distribution<unsigned int> u(0, UINT_MAX);
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if (devprop.totalGlobalMem < totalMem) {
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printf("Error: insufficient amount of memory to sort %d elements.\n", numElements);
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printf("%d bytes needed, %d bytes available\n", (int)totalMem, (int)devprop.totalGlobalMem);
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exit(EXIT_SUCCESS);
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}
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}
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for (int i = 0; i < (int)numElements; i++) h_keys[i] = u(rng);
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}
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thrust::host_vector<T> h_keys(numElements);
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thrust::host_vector<T> h_keysSorted(numElements);
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thrust::host_vector<unsigned int> h_values;
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if (!keysOnly) thrust::sequence(h_values.begin(), h_values.end());
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if (!keysOnly)
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h_values = thrust::host_vector<unsigned int>(numElements);
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// Copy data onto the GPU
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thrust::device_vector<T> d_keys;
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thrust::device_vector<unsigned int> d_values;
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// Fill up with some random data
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thrust::default_random_engine rng(clock());
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// run multiple iterations to compute an average sort time
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cudaEvent_t start_event, stop_event;
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checkCudaErrors(cudaEventCreate(&start_event));
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checkCudaErrors(cudaEventCreate(&stop_event));
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if (floatKeys) {
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thrust::uniform_real_distribution<float> u01(0, 1);
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float totalTime = 0;
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for (int i = 0; i < (int)numElements; i++)
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h_keys[i] = u01(rng);
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}
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else {
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thrust::uniform_int_distribution<unsigned int> u(0, UINT_MAX);
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for (unsigned int i = 0; i < numIterations; i++) {
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// reset data before sort
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d_keys = h_keys;
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for (int i = 0; i < (int)numElements; i++)
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h_keys[i] = u(rng);
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}
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if (!keysOnly) d_values = h_values;
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if (!keysOnly)
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thrust::sequence(h_values.begin(), h_values.end());
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checkCudaErrors(cudaEventRecord(start_event, 0));
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// Copy data onto the GPU
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thrust::device_vector<T> d_keys;
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thrust::device_vector<unsigned int> d_values;
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if (keysOnly)
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thrust::sort(d_keys.begin(), d_keys.end());
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// run multiple iterations to compute an average sort time
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cudaEvent_t start_event, stop_event;
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checkCudaErrors(cudaEventCreate(&start_event));
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checkCudaErrors(cudaEventCreate(&stop_event));
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float totalTime = 0;
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for (unsigned int i = 0; i < numIterations; i++) {
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// reset data before sort
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d_keys = h_keys;
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if (!keysOnly)
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d_values = h_values;
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checkCudaErrors(cudaEventRecord(start_event, 0));
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if (keysOnly)
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thrust::sort(d_keys.begin(), d_keys.end());
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else
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thrust::sort_by_key(d_keys.begin(), d_keys.end(), d_values.begin());
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checkCudaErrors(cudaEventRecord(stop_event, 0));
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checkCudaErrors(cudaEventSynchronize(stop_event));
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float time = 0;
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checkCudaErrors(cudaEventElapsedTime(&time, start_event, stop_event));
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totalTime += time;
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}
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totalTime /= (1.0e3f * numIterations);
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printf("radixSortThrust, Throughput = %.4f MElements/s, Time = %.5f s, Size = "
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"%u elements\n",
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1.0e-6f * numElements / totalTime,
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totalTime,
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numElements);
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getLastCudaError("after radixsort");
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// Get results back to host for correctness checking
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thrust::copy(d_keys.begin(), d_keys.end(), h_keysSorted.begin());
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if (!keysOnly)
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thrust::copy(d_values.begin(), d_values.end(), h_values.begin());
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getLastCudaError("copying results to host memory");
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// Check results
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bool bTestResult = thrust::is_sorted(h_keysSorted.begin(), h_keysSorted.end());
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checkCudaErrors(cudaEventDestroy(start_event));
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checkCudaErrors(cudaEventDestroy(stop_event));
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if (!bTestResult && !quiet) {
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return false;
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}
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return bTestResult;
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}
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int main(int argc, char **argv)
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{
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// Start logs
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printf("%s Starting...\n\n", argv[0]);
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findCudaDevice(argc, (const char **)argv);
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bool bTestResult = false;
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if (checkCmdLineFlag(argc, (const char **)argv, "float"))
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bTestResult = testSort<float, true>(argc, argv);
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else
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thrust::sort_by_key(d_keys.begin(), d_keys.end(), d_values.begin());
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bTestResult = testSort<unsigned int, false>(argc, argv);
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checkCudaErrors(cudaEventRecord(stop_event, 0));
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checkCudaErrors(cudaEventSynchronize(stop_event));
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float time = 0;
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checkCudaErrors(cudaEventElapsedTime(&time, start_event, stop_event));
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totalTime += time;
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}
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totalTime /= (1.0e3f * numIterations);
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printf(
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"radixSortThrust, Throughput = %.4f MElements/s, Time = %.5f s, Size = "
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"%u elements\n",
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1.0e-6f * numElements / totalTime, totalTime, numElements);
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getLastCudaError("after radixsort");
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// Get results back to host for correctness checking
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thrust::copy(d_keys.begin(), d_keys.end(), h_keysSorted.begin());
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if (!keysOnly)
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thrust::copy(d_values.begin(), d_values.end(), h_values.begin());
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getLastCudaError("copying results to host memory");
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// Check results
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bool bTestResult =
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thrust::is_sorted(h_keysSorted.begin(), h_keysSorted.end());
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checkCudaErrors(cudaEventDestroy(start_event));
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checkCudaErrors(cudaEventDestroy(stop_event));
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if (!bTestResult && !quiet) {
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return false;
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}
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return bTestResult;
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}
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int main(int argc, char **argv) {
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// Start logs
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printf("%s Starting...\n\n", argv[0]);
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findCudaDevice(argc, (const char **)argv);
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bool bTestResult = false;
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if (checkCmdLineFlag(argc, (const char **)argv, "float"))
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bTestResult = testSort<float, true>(argc, argv);
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else
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bTestResult = testSort<unsigned int, false>(argc, argv);
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printf(bTestResult ? "Test passed\n" : "Test failed!\n");
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printf(bTestResult ? "Test passed\n" : "Test failed!\n");
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}
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