/* Copyright (c) 2020 Advanced Micro Devices, Inc. All rights reserved. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ #include #include #include #include #include #include #include #include #include #include "HelloRccl.hpp" void Usage(char *argv0); void ExecuteTest(int numIntraRank, int intraRankStartId, int numTotalRanks, ncclComm_t* comm); int main(int argc, char **argv) { if (getenv("NCCL_COMM_ID") && argc == 3) // Run in multi-process mode { int nranks = atoi(argv[1]); int rank = atoi(argv[2]); if (rank == 0) printf("Running in multi-process mode\n"); // Create communicator for this rank ncclUniqueId commId; NCCL_CALL(ncclGetUniqueId(&commId)); // Initialize communicator ncclComm_t comm; HIP_CALL(hipSetDevice(rank)); NCCL_CALL(ncclCommInitRank(&comm, nranks, commId, rank)); // Run the test ExecuteTest(1, rank, nranks, &comm); } else if (argc == 2) // Run in single-process mode { printf("Running in single-process mode\n"); int nranks = atoi(argv[1]); // Initialize communicators for each rank ncclComm_t comm[nranks]; NCCL_CALL(ncclCommInitAll(comm, nranks, NULL)); // Run the test ExecuteTest(nranks, 0, nranks, comm); } else { Usage(argv[0]); return 1; } return 0; } void ExecuteTest(int numIntraRank, int intraRankStartId, int numTotalRanks, ncclComm_t* comm) { // Test configuration settings int minPow = 10; // Starting power of 2 input size int maxPow = 28; // Ending power of 2 input size int numWarmups = 3; // Number of untimed warmup iterations int numIterations = 10; // Number of timed iterations // Allocate GPU resources for this process hipStream_t stream[numIntraRank]; hipEvent_t startEvent[numIntraRank]; hipEvent_t stopEvent[numIntraRank]; for (int i = 0; i < numIntraRank; i++) { HIP_CALL(hipSetDevice(intraRankStartId + i)); HIP_CALL(hipStreamCreate(&stream[i])); HIP_CALL(hipEventCreate(&startEvent[i])); HIP_CALL(hipEventCreate(&stopEvent[i])); } if (intraRankStartId == 0) { printf("AllReduce Performance (sum of floats):\n"); printf("%10s %10s %10s\n", "Bytes", "CpuTime(ms)", "GpuTime(ms)"); } // Loop over power-of-two input sizes for (int power = minPow; power <= maxPow; power++) { int N = 1 << power; // Allocate GPU memory float *iputGpu[numIntraRank], *oputGpu[numIntraRank]; for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipSetDevice(intraRankStartId + r)); HIP_CALL(hipMalloc((void **)&iputGpu[r], N * sizeof(float))); HIP_CALL(hipMalloc((void **)&oputGpu[r], N * sizeof(float))); } // Allocate CPU memory for input/output float *iputCpu = (float *)malloc(N * sizeof(float)); float *oputCpu = (float *)malloc(N * sizeof(float)); // Fill CPU memory with a simple pattern for (int i = 0; i < N; i++) { iputCpu[i] = 1.0f; oputCpu[i] = 0.0f; } // Copy the input from CPU memory to GPU memory for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipSetDevice(intraRankStartId + r)); HIP_CALL(hipMemcpy(iputGpu[r], iputCpu, N * sizeof(float), hipMemcpyHostToDevice)); } // Perform some untimed initial warmup iterations for (int iteration = 0; iteration < numWarmups; iteration++) { NCCL_CALL(ncclGroupStart()); for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipSetDevice(intraRankStartId + r)); NCCL_CALL(ncclAllReduce(iputGpu[r], oputGpu[r], N, ncclFloat, ncclSum, comm[r], stream[r])); } NCCL_CALL(ncclGroupEnd()); } for (int r = 0; r < numIntraRank; r++) HIP_CALL(hipStreamSynchronize(stream[r])); // Perform timed iterations auto cpuStart = std::chrono::high_resolution_clock::now(); for (int r = 0; r < numIntraRank; r++) HIP_CALL(hipEventRecord(startEvent[r], stream[r])); for (int iteration = 0; iteration < numIterations; iteration++) { NCCL_CALL(ncclGroupStart()); for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipSetDevice(intraRankStartId + r)); NCCL_CALL(ncclAllReduce(iputGpu[r], oputGpu[r], N, ncclFloat, ncclSum, comm[r], stream[r])); } NCCL_CALL(ncclGroupEnd()); } for (int r = 0; r < numIntraRank; r++) HIP_CALL(hipEventRecord(stopEvent[r], stream[r])); for (int r = 0; r < numIntraRank; r++) HIP_CALL(hipStreamSynchronize(stream[r])); auto cpuDelta = std::chrono::high_resolution_clock::now() - cpuStart; double totalCpuTime = std::chrono::duration_cast>(cpuDelta).count(); float totalGpuTime; HIP_CALL(hipEventElapsedTime(&totalGpuTime, startEvent[0], stopEvent[0])); if (intraRankStartId == 0) printf("%10lu %10.3f %10.3f\n", N * sizeof(float), (totalCpuTime / numIterations), (totalGpuTime / numIterations)); // Validate results for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipMemcpy(oputCpu, oputGpu[r], N * sizeof(float), hipMemcpyDeviceToHost)); bool isOK = true; int expected = numTotalRanks; for (int i = 0; i < N; i++) { isOK &= (oputCpu[i] == expected); } if (!isOK) { printf("[ERROR] Rank %d Incorrect results for N = %d\n", intraRankStartId + r, N); NCCL_CALL(ncclCommDestroy(comm[r])); exit(1); } } // Release GPU resources for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipFree(oputGpu[r])); HIP_CALL(hipFree(iputGpu[r])); } free(iputCpu); free(oputCpu); } for (int r = 0; r < numIntraRank; r++) { HIP_CALL(hipStreamDestroy(stream[r])); HIP_CALL(hipEventDestroy(startEvent[r])); HIP_CALL(hipEventDestroy(stopEvent[r])); NCCL_CALL(ncclCommDestroy(comm[r])); } } void Usage(char *argv0) { printf("Single Process Usage: %s numRanks\n", argv0); printf("\n"); printf("Multi Process Usage: %s numRanks rank\n", argv0); printf(" - NCCL_COMM_ID must be set in order to use this\n\n"); printf(" - To use this process as the root process you may use any of the following:\n"); char hostname[256]; gethostname(hostname, 256); printf(" export NCCL_COMM_ID=%s:12345\n", hostname); // Loop over linked list of interfaces struct ifaddrs *ifaddr; getifaddrs(&ifaddr); for (struct ifaddrs* ifa = ifaddr; ifa != NULL; ifa = ifa->ifa_next) { // Skip anything not based on IPv4 / IPv6 int family = ifa->ifa_addr->sa_family; if (family != AF_INET && family != AF_INET6) continue; // Skip iPv6 loopback interface if (family == AF_INET6) { struct sockaddr_in6* sa = (struct sockaddr_in6*)(ifa->ifa_addr); if (IN6_IS_ADDR_LOOPBACK(&sa->sin6_addr)) continue; } socklen_t saLen = (family == AF_INET ? sizeof(struct sockaddr_in) : sizeof(struct sockaddr_in6)); char host[NI_MAXHOST]; char service[NI_MAXSERV]; getnameinfo(ifa->ifa_addr, saLen, host, NI_MAXHOST, service, NI_MAXSERV, NI_NUMERICHOST|NI_NUMERICSERV); std::string result = std::string(host) + ":12345"; printf(" export NCCL_COMM_ID=%s\n", result.c_str()); } freeifaddrs(ifaddr); }