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