/************************************************************************* * Copyright (c) 2015-2016, NVIDIA CORPORATION. All rights reserved. * * See LICENCE.txt for license information ************************************************************************/ #include #include #include #include #include #include "nccl.h" #include "test_utilities.h" template void RunTest(T** sendbuff, T** recvbuff, const int N, const ncclDataType_t type, ncclComm_t* const comms, const std::vector& dList) { // initialize data int nDev = 0; NCCLCHECK(ncclCommCount(comms[0], &nDev)); cudaStream_t* s = (cudaStream_t*)malloc(sizeof(cudaStream_t)*nDev); T* buffer = (T*)malloc(nDev * N * sizeof(T)); T* result = (T*)malloc(nDev * N * sizeof(T)); memset(buffer, 0, nDev * N * sizeof(T)); memset(result, 0, nDev * N * sizeof(T)); for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); CUDACHECK(cudaStreamCreate(s+i)); CUDACHECK(cudaMemset(recvbuff[i], 0, nDev * N * sizeof(T))); Randomize(sendbuff[i], N, i); CUDACHECK(cudaMemcpy(result + i * N, sendbuff[i], N * sizeof(T), cudaMemcpyDeviceToHost)); } // warm up GPU for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); NCCLCHECK(ncclAllGather((const void*)sendbuff[i], std::min(32 * 1024, N), type, (void*)recvbuff[i], comms[i], s[i])); } for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); CUDACHECK(cudaStreamSynchronize(s[i])); } //for (int n = 1; n <= N; n = n << 1) { int n = N; printf("%12i %12i %6s", (int)(n * sizeof(T)), n, TypeName(type).c_str()); auto start = std::chrono::high_resolution_clock::now(); for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); NCCLCHECK(ncclAllGather((const void*)sendbuff[i], n, type, (void*)recvbuff[i], comms[i], s[i])); } for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); CUDACHECK(cudaStreamSynchronize(s[i])); } auto stop = std::chrono::high_resolution_clock::now(); double elapsedSec = std::chrono::duration_cast>( stop - start).count(); double algbw = (double)(n * sizeof(T)) / 1.0E9 * (double)(nDev - 1) / elapsedSec; double busbw = algbw; double maxDelta = 0.0; for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); double tmpDelta = CheckDelta(recvbuff[i], result, nDev*N); maxDelta = std::max(tmpDelta, maxDelta); } printf(" %7.3f %5.2f %5.2f %7.0le\n", elapsedSec * 1.0E3, algbw, busbw, maxDelta); } for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); CUDACHECK(cudaStreamDestroy(s[i])); } free(s); free(buffer); free(result); } template void RunTests(const int N, const ncclDataType_t type, ncclComm_t* const comms, const std::vector& dList) { int nDev = 0; NCCLCHECK(ncclCommCount(comms[0], &nDev)); T** sendbuff = (T**)malloc(nDev * sizeof(T*)); T** recvbuff = (T**)malloc(nDev * sizeof(T*)); for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); CUDACHECK(cudaMalloc(sendbuff + i, N * sizeof(T))); CUDACHECK(cudaMalloc(recvbuff + i, nDev * N * sizeof(T))); } RunTest(sendbuff, recvbuff, N, type, comms, dList); for (int i = 0; i < nDev; ++i) { CUDACHECK(cudaSetDevice(dList[i])); CUDACHECK(cudaFree(sendbuff[i])); CUDACHECK(cudaFree(recvbuff[i])); } free(sendbuff); free(recvbuff); } void usage() { printf("Tests nccl AllGather with user supplied arguments.\n" " Usage: all_reduce_test [number of GPUs] " "[GPU 0] [GPU 1] ...\n\n"); } int main(int argc, char* argv[]) { int nVis = 0; CUDACHECK(cudaGetDeviceCount(&nVis)); int N = 0; if (argc > 1) { int t = sscanf(argv[1], "%d", &N); if (t == 0) { printf("Error: %s is not an integer!\n\n", argv[1]); usage(); exit(EXIT_FAILURE); } } else { printf("Error: must specify at least data size in bytes!\n\n"); usage(); exit(EXIT_FAILURE); } int nDev = nVis; if (argc > 2) { int t = sscanf(argv[2], "%d", &nDev); if (t == 0) { printf("Error: %s is not an integer!\n\n", argv[1]); usage(); exit(EXIT_FAILURE); } } std::vector dList(nDev); for (int i = 0; i < nDev; ++i) dList[i] = i % nVis; if (argc > 3) { if (argc - 3 != nDev) { printf("Error: insufficient number of GPUs in list\n\n"); usage(); exit(EXIT_FAILURE); } for (int i = 0; i < nDev; ++i) { int t = sscanf(argv[3 + i], "%d", dList.data() + i); if (t == 0) { printf("Error: %s is not an integer!\n\n", argv[2 + i]); usage(); exit(EXIT_FAILURE); } } } ncclComm_t* comms = (ncclComm_t*)malloc(sizeof(ncclComm_t)*nDev); NCCLCHECK(ncclCommInitAll(comms, nDev, dList.data())); printf("# Using devices\n"); for (int g=0; g(N / sizeof(char), ncclChar, comms, dList); RunTests(N / sizeof(int), ncclInt, comms, dList); #if CUDART_VERSION >= 7050 RunTests(N / sizeof(half), ncclHalf, comms, dList); #endif RunTests(N / sizeof(float), ncclFloat, comms, dList); RunTests(N / sizeof(double), ncclDouble, comms, dList); RunTests(N / sizeof(long long), ncclInt64, comms, dList); RunTests(N / sizeof(unsigned long long), ncclUint64, comms, dList); printf("\n"); for(int i=0; i