/* * Copyright 2015-2016 NVIDIA Corporation. All rights reserved. * * Sample to demonstrate use of NVlink CUPTI APIs */ #include #include #include #include #include #define CUPTI_CALL(call) \ do { \ CUptiResult _status = call; \ if (_status != CUPTI_SUCCESS) { \ const char *errstr; \ cuptiGetResultString(_status, &errstr); \ fprintf(stderr, "%s:%d: error: function %s failed with error %s.\n", \ __FILE__, __LINE__, #call, errstr); \ exit(-1); \ } \ } while (0) #define DRIVER_API_CALL(apiFuncCall) \ do { \ CUresult _status = apiFuncCall; \ if (_status != CUDA_SUCCESS) { \ fprintf(stderr, "%s:%d: error: function %s failed with error %d.\n", \ __FILE__, __LINE__, #apiFuncCall, _status); \ exit(-1); \ } \ } while (0) #define RUNTIME_API_CALL(apiFuncCall) \ do { \ cudaError_t _status = apiFuncCall; \ if (_status != cudaSuccess) { \ fprintf(stderr, "%s:%d: error: function %s failed with error %s.\n", \ __FILE__, __LINE__, #apiFuncCall, cudaGetErrorString(_status));\ exit(-1); \ } \ } while (0) #define MEMORY_ALLOCATION_CALL(var) \ do { \ if (var == NULL) { \ fprintf(stderr, "%s:%d: Error: Memory Allocation Failed \n", \ __FILE__, __LINE__); \ exit(-1); \ } \ } while (0) #define MAX_DEVICES (32) #define BLOCK_SIZE (1024) #define GRID_SIZE (512) #define BUF_SIZE (32 * 1024) #define ALIGN_SIZE (8) #define SUCCESS (0) #define NUM_METRIC (4) #define NUM_EVENTS (2) #define MAX_SIZE (64*1024*1024) // 64 MB #define NUM_STREAMS (6) // gp100 has 6 physical copy engines CUpti_ActivityNvLink *nvlinkRec = NULL; int cpuToGpu = 0; int gpuToGpu = 0; int cpuToGpuAccess = 0; int gpuToGpuAccess = 0; extern "C" __global__ void test_nvlink_bandwidth(float *src, float *dst) { int idx = blockIdx.x * blockDim.x + threadIdx.x; dst[idx] = src[idx] * 2.0f; } static void printActivity(CUpti_Activity *record) { if (record->kind == CUPTI_ACTIVITY_KIND_NVLINK) { nvlinkRec = (CUpti_ActivityNvLink *)record; printf("typeDev0 %d, typeDev1 %d, sysmem %d, peer %d, physical links %d, portdev0 %d, %d, %d, %d, portDev1 %d, %d, %d, %d, bandwidth %llu\n", nvlinkRec->typeDev0, nvlinkRec->typeDev1, ((nvlinkRec->flag & CUPTI_LINK_FLAG_SYSMEM_ACCESS) ? 1 : 0), ((nvlinkRec->flag & CUPTI_LINK_FLAG_PEER_ACCESS) ? 1 : 0), nvlinkRec->physicalNvLinkCount, nvlinkRec->portDev0[0], nvlinkRec->portDev0[1], nvlinkRec->portDev0[2], nvlinkRec->portDev0[3], nvlinkRec->portDev1[0], nvlinkRec->portDev1[1], nvlinkRec->portDev1[2], nvlinkRec->portDev1[3], (long long unsigned int)nvlinkRec->bandwidth); cpuToGpuAccess |= (nvlinkRec->flag & CUPTI_LINK_FLAG_SYSMEM_ACCESS); gpuToGpuAccess |= (nvlinkRec->flag & CUPTI_LINK_FLAG_PEER_ACCESS); } else { printf("Error : Unexpected CUPTI activity kind.\nExpected Activity kind : CUPTI_ACTIVITY_KIND_NVLINK\n"); } } static void CUPTIAPI bufferRequested(uint8_t **buffer, size_t *size, size_t *maxNumRecords) { *size = BUF_SIZE + ALIGN_SIZE; *buffer = (uint8_t*) calloc(1, *size); MEMORY_ALLOCATION_CALL(*buffer); *maxNumRecords = 0; } static void CUPTIAPI bufferCompleted(CUcontext ctx, uint32_t streamId, uint8_t *buffer, size_t size, size_t validSize) { CUptiResult status; CUpti_Activity *record = NULL; do { status = cuptiActivityGetNextRecord(buffer, validSize, &record); if(status == CUPTI_SUCCESS) { printActivity(record); } else if (status == CUPTI_ERROR_MAX_LIMIT_REACHED) { break; } else { CUPTI_CALL(status); } } while (1); size_t dropped; CUPTI_CALL(cuptiActivityGetNumDroppedRecords(ctx, streamId, &dropped)); if (dropped != 0) { printf("Dropped %u activity records\n", (unsigned int)dropped); } } #define DIM(x) (sizeof(x)/sizeof(*(x))) void calculateSize(char *result, uint64_t size) { int i; const char *sizes[] = { "TB", "GB", "MB", "KB", "B" }; uint64_t exbibytes = 1024ULL * 1024ULL * 1024ULL * 1024ULL; uint64_t multiplier = exbibytes; for (i = 0; (unsigned)i < DIM(sizes); i++, multiplier /= (uint64_t)1024) { if (size < multiplier) continue; sprintf(result, "%.1f %s", (float) size / multiplier, sizes[i]); return; } strcpy(result, "0"); return; } void readMetricValue(CUpti_EventGroup eventGroup, uint32_t numEvents, CUdevice dev, CUpti_MetricID *metricId, uint64_t timeDuration, CUpti_MetricValue *metricValue) { size_t bufferSizeBytes, numCountersRead; uint64_t *eventValueArray = NULL; CUpti_EventID *eventIdArray; size_t arraySizeBytes = 0; size_t numTotalInstancesSize = 0; uint64_t numTotalInstances = 0; uint64_t *aggrEventValueArray = NULL; size_t aggrEventValueArraySize; uint32_t i = 0, j = 0; CUpti_EventDomainID domainId; size_t domainSize; domainSize = sizeof(CUpti_EventDomainID); CUPTI_CALL(cuptiEventGroupGetAttribute(eventGroup, CUPTI_EVENT_GROUP_ATTR_EVENT_DOMAIN_ID, &domainSize, (void *)&domainId)); numTotalInstancesSize = sizeof(uint64_t); CUPTI_CALL(cuptiDeviceGetEventDomainAttribute(dev, domainId, CUPTI_EVENT_DOMAIN_ATTR_TOTAL_INSTANCE_COUNT, &numTotalInstancesSize, (void *)&numTotalInstances)); arraySizeBytes = sizeof(CUpti_EventID) * numEvents; bufferSizeBytes = sizeof(uint64_t) * numEvents * numTotalInstances; eventValueArray = (uint64_t *) malloc(bufferSizeBytes); MEMORY_ALLOCATION_CALL(eventValueArray); eventIdArray = (CUpti_EventID *) malloc(arraySizeBytes); MEMORY_ALLOCATION_CALL(eventIdArray); aggrEventValueArray = (uint64_t *) calloc(numEvents, sizeof(uint64_t)); MEMORY_ALLOCATION_CALL(aggrEventValueArray); aggrEventValueArraySize = sizeof(uint64_t) * numEvents; CUPTI_CALL(cuptiEventGroupReadAllEvents(eventGroup, CUPTI_EVENT_READ_FLAG_NONE, &bufferSizeBytes, eventValueArray, &arraySizeBytes, eventIdArray, &numCountersRead)); for (i = 0; i < numEvents; i++) { for (j = 0; j < numTotalInstances; j++) { aggrEventValueArray[i] += eventValueArray[i + numEvents * j]; //printf("For event %d (id %d) instance %d value %ul aggregate %d = %ul\n", i, eventIdArray[i], j, eventValueArray[i + numEvents * j], i, aggrEventValueArray[i]); } } for (i = 0; i < NUM_METRIC; i++) { CUPTI_CALL(cuptiMetricGetValue(dev, metricId[i], arraySizeBytes, eventIdArray, aggrEventValueArraySize, aggrEventValueArray, timeDuration, &metricValue[i])); } free(eventValueArray); free(eventIdArray); } // Print metric value, we format based on the value kind int printMetricValue(CUpti_MetricID metricId, CUpti_MetricValue metricValue, const char *metricName, uint64_t timeDuration) { CUpti_MetricValueKind valueKind; char str[64]; size_t valueKindSize = sizeof(valueKind); CUPTI_CALL(cuptiMetricGetAttribute(metricId, CUPTI_METRIC_ATTR_VALUE_KIND, &valueKindSize, &valueKind)); switch (valueKind) { case CUPTI_METRIC_VALUE_KIND_DOUBLE: printf("%s = ", metricName); calculateSize(str, (uint64_t)metricValue.metricValueDouble); // printf("%s (val %lu %lu nsec)\n", str, metricValue.metricValueUint64, timeDuration); printf("%s\n", str); break; case CUPTI_METRIC_VALUE_KIND_UINT64: printf("%s = ", metricName); calculateSize(str, (uint64_t)metricValue.metricValueUint64); printf("%s\n", str); break; case CUPTI_METRIC_VALUE_KIND_INT64: printf("%s = ", metricName); calculateSize(str, (uint64_t)metricValue.metricValueInt64); printf("%s\n", str); break; case CUPTI_METRIC_VALUE_KIND_THROUGHPUT: printf("%s = ", metricName); calculateSize(str, (uint64_t)metricValue.metricValueThroughput); printf("%s\n", str); break; default: fprintf(stderr, "error: unknown value kind\n"); return -1; } return 0; } void testCpuToGpu(CUpti_EventGroup *eventGroup, CUdeviceptr *pDevBuffer, float** pHostBuffer, size_t bufferSize, cudaStream_t *cudaStreams, uint64_t *timeDuration, int numEventGroup) { int i; uint32_t value = 1; uint64_t startTimestamp, endTimestamp; for (i = 0; i < numEventGroup; i++) { CUPTI_CALL(cuptiEventGroupEnable(eventGroup[i])); CUPTI_CALL(cuptiEventGroupSetAttribute(eventGroup[i], CUPTI_EVENT_GROUP_ATTR_PROFILE_ALL_DOMAIN_INSTANCES, sizeof(uint32_t), (void*)&value)); } CUPTI_CALL(cuptiGetTimestamp(&startTimestamp)); //Unidirectional copy H2D for (i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMemcpyAsync((void *)pDevBuffer[i], pHostBuffer[i], bufferSize, cudaMemcpyHostToDevice, cudaStreams[i])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); //Unidirectional copy D2H for (i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMemcpyAsync(pHostBuffer[i], (void *)pDevBuffer[i], bufferSize, cudaMemcpyDeviceToHost, cudaStreams[i]));} RUNTIME_API_CALL(cudaDeviceSynchronize()); //Bidirectional copy for (i = 0; i < NUM_STREAMS; i+=2) { RUNTIME_API_CALL(cudaMemcpyAsync((void *)pDevBuffer[i], pHostBuffer[i], bufferSize, cudaMemcpyHostToDevice, cudaStreams[i])); RUNTIME_API_CALL(cudaMemcpyAsync(pHostBuffer[i+1], (void *)pDevBuffer[i+1], bufferSize, cudaMemcpyDeviceToHost, cudaStreams[i+1])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); CUPTI_CALL(cuptiGetTimestamp(&endTimestamp)); *timeDuration = endTimestamp - startTimestamp; } void testGpuToGpu(CUpti_EventGroup *eventGroup, CUdeviceptr *pDevBuffer0, CUdeviceptr *pDevBuffer1, float** pHostBuffer, size_t bufferSize, cudaStream_t *cudaStreams, uint64_t *timeDuration, int numEventGroup) { int i; uint32_t value = 1; uint64_t startTimestamp, endTimestamp; RUNTIME_API_CALL(cudaSetDevice(0)); RUNTIME_API_CALL(cudaDeviceEnablePeerAccess(1, 0)); RUNTIME_API_CALL(cudaSetDevice(1)); RUNTIME_API_CALL(cudaDeviceEnablePeerAccess(0, 0)); //Unidirectional copy H2D for (i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMemcpyAsync((void *)pDevBuffer0[i], pHostBuffer[i], bufferSize, cudaMemcpyHostToDevice, cudaStreams[i])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); for (i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMemcpyAsync((void *)pDevBuffer1[i], pHostBuffer[i], bufferSize, cudaMemcpyHostToDevice, cudaStreams[i])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); for (i = 0; i < numEventGroup; i++) { printf("cuptiEventGroupEnable(eventGroup[%d])\n", i); CUPTI_CALL(cuptiEventGroupEnable(eventGroup[i])); CUPTI_CALL(cuptiEventGroupSetAttribute(eventGroup[i], CUPTI_EVENT_GROUP_ATTR_PROFILE_ALL_DOMAIN_INSTANCES, sizeof(uint32_t), (void*)&value)); } CUPTI_CALL(cuptiGetTimestamp(&startTimestamp)); for (i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMemcpyAsync((void *)pDevBuffer0[i], (void *)pDevBuffer1[i], bufferSize, cudaMemcpyDeviceToDevice, cudaStreams[i])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); for (i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMemcpyAsync((void *)pDevBuffer1[i], (void *)pDevBuffer0[i], bufferSize, cudaMemcpyDeviceToDevice, cudaStreams[i])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); for (i = 0; i < NUM_STREAMS; i++) { test_nvlink_bandwidth<<>>((float*)pDevBuffer1[i], (float*)pDevBuffer0[i]); } CUPTI_CALL(cuptiGetTimestamp(&endTimestamp)); *timeDuration = endTimestamp - startTimestamp; } static void printUsage() { printf("usage: Demonstrate use of NVlink CUPTI APIs\n"); printf(" -help : display help message\n"); printf(" --cpu-to-gpu : Show results for data transfer between CPU and GPU \n"); printf(" --gpu-to-gpu : Show results for data transfer between two GPUs \n"); } void parseCommandLineArgs(int argc, char *argv[]) { if (argc != 2) { printf("Invalid number of options\n"); exit(0); } if (strcmp(argv[1], "--cpu-to-gpu") == 0) { cpuToGpu = 1; } else if (strcmp(argv[1], "--gpu-to-gpu") == 0) { gpuToGpu = 1; } else if ((strcmp(argv[1], "--help") == 0) || (strcmp(argv[1], "-help") == 0) || (strcmp(argv[1], "-h") == 0)) { printUsage(); exit(0); } else { cpuToGpu = 1; } } int main(int argc, char *argv[]) { int deviceCount = 0, i = 0, j = 0, numEventGroup = 0; size_t bufferSize = 0, freeMemory = 0, totalMemory = 0; CUpti_EventGroupSets *passes = NULL; CUcontext ctx; char str[64]; CUdeviceptr pDevBuffer0[NUM_STREAMS]; CUdeviceptr pDevBuffer1[NUM_STREAMS]; float* pHostBuffer[NUM_STREAMS]; cudaStream_t cudaStreams[NUM_STREAMS] = {0}; CUpti_EventGroup eventGroup[32]; CUpti_MetricID metricId[NUM_METRIC]; uint32_t numEvents[NUM_METRIC]; CUpti_MetricValue metricValue[NUM_METRIC]; cudaDeviceProp prop[MAX_DEVICES]; uint64_t timeDuration; // Adding nvlink Metrics. const char *metricName[NUM_METRIC] = {"nvlink_total_data_transmitted", "nvlink_total_data_received", "nvlink_transmit_throughput", "nvlink_receive_throughput"}; // Parse command line arguments parseCommandLineArgs(argc, argv); CUPTI_CALL(cuptiActivityEnable(CUPTI_ACTIVITY_KIND_NVLINK)); CUPTI_CALL(cuptiActivityRegisterCallbacks(bufferRequested, bufferCompleted)); DRIVER_API_CALL(cuInit(0)); RUNTIME_API_CALL(cudaGetDeviceCount(&deviceCount)); printf("There are %d devices.\n", deviceCount); if (deviceCount == 0) { printf("There is no device supporting CUDA.\n"); exit(-1); } for (i = 0; i < deviceCount; i++) { RUNTIME_API_CALL(cudaGetDeviceProperties(&prop[i], i)); printf("CUDA Device %d Name: %s\n", i, prop[i].name); } // Set memcpy size based on available device memory RUNTIME_API_CALL(cudaMemGetInfo(&freeMemory, &totalMemory)); bufferSize = MAX_SIZE < (freeMemory/4) ? MAX_SIZE : (freeMemory/4); printf("Total Device Memory available : "); calculateSize(str, (uint64_t)totalMemory); printf("%s\n", str); printf("Memcpy size is set to %llu B (%llu MB)\n", (unsigned long long)bufferSize, (unsigned long long)bufferSize/(1024*1024)); for(i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaStreamCreate(&cudaStreams[i])); } RUNTIME_API_CALL(cudaDeviceSynchronize()); // Nvlink-topology Records are generated even before cudaMemcpy API is called. CUPTI_CALL(cuptiActivityFlushAll(0)); // Transfer Data between Host And Device, if Nvlink is Present // Check condition : nvlinkRec->flag & CUPTI_LINK_FLAG_SYSMEM_ACCESS // True : Nvlink is present between CPU & GPU // False : Nvlink is not present. if ((nvlinkRec) && (((cpuToGpu) && (cpuToGpuAccess)) || ((gpuToGpu) && (gpuToGpuAccess)))) { for (i = 0; i < NUM_METRIC; i++) { CUPTI_CALL(cuptiMetricGetIdFromName(0, metricName[i], &metricId[i])); CUPTI_CALL(cuptiMetricGetNumEvents(metricId[i], &numEvents[i])); } DRIVER_API_CALL(cuCtxCreate(&ctx, 0, 0)); CUPTI_CALL(cuptiMetricCreateEventGroupSets(ctx, (sizeof metricId) ,metricId, &passes)); // EventGroups required to profile Nvlink metrics. for (i = 0; i < (signed)passes->numSets; i++) { for (j = 0; j < (signed)passes->sets[i].numEventGroups; j++) { eventGroup[numEventGroup] = passes->sets[i].eventGroups[j]; if (!eventGroup[numEventGroup]) { printf("\n eventGroup initialization failed \n"); exit(-1); } numEventGroup++; } } CUPTI_CALL(cuptiSetEventCollectionMode(ctx, CUPTI_EVENT_COLLECTION_MODE_CONTINUOUS)); // ===== Allocate Memory ===================================== for(i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMalloc((void**)&pDevBuffer0[i], bufferSize)); pHostBuffer[i] = (float *)malloc(bufferSize); MEMORY_ALLOCATION_CALL(pHostBuffer[i]); } if (cpuToGpu) { testCpuToGpu(eventGroup, pDevBuffer0, pHostBuffer, bufferSize, cudaStreams, &timeDuration, numEventGroup); printf("Data tranferred between CPU & Device%d : \n", (int)nvlinkRec->typeDev0); } else if(gpuToGpu) { RUNTIME_API_CALL(cudaSetDevice(1)); for(i = 0; i < NUM_STREAMS; i++) { RUNTIME_API_CALL(cudaMalloc((void**)&pDevBuffer1[i], bufferSize)); } testGpuToGpu(eventGroup, pDevBuffer0, pDevBuffer1,pHostBuffer, bufferSize, cudaStreams, &timeDuration, numEventGroup); printf("Data tranferred between Device 0 & Device 1 : \n"); } // Collect Nvlink Metric values for the data transfer via Nvlink for all the eventGroups. for (i = 0; i < numEventGroup; i++) { readMetricValue(eventGroup[i], NUM_EVENTS, 0, metricId, timeDuration, metricValue); CUPTI_CALL(cuptiEventGroupDisable(eventGroup[i])); CUPTI_CALL(cuptiEventGroupDestroy(eventGroup[i])); for (i = 0; i < NUM_METRIC; i++) { if (printMetricValue(metricId[i], metricValue[i], metricName[i], timeDuration) != 0) { printf("\n printMetricValue failed \n"); exit(-1); } } } } else { printf("No Nvlink supported device found\n"); } return 0; }