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rocm-systems/projects/rccl/test/StandaloneTests.cpp
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Tim 5f7ef6b671 Adding regression test (#1045)
* adding regression test

Signed-off-by: Tim Hu <timhu102@amd.com>

* modifying regression test

Signed-off-by: Tim Hu <timhu102@amd.com>

* Update StandaloneTests.cpp

---------

Signed-off-by: Tim Hu <timhu102@amd.com>

[ROCm/rccl commit: c2a073a97d]
2024-01-18 10:46:16 -05:00

245 строки
7.9 KiB
C++

/*************************************************************************
* Copyright (c) 2023 Advanced Micro Devices, Inc. All rights reserved.
*
* See LICENSE.txt for license information
************************************************************************/
#include <gtest/gtest.h>
#include <rccl/rccl.h>
#include "StandaloneUtils.hpp"
namespace RcclUnitTesting {
TEST(Standalone, SplitComms_RankCheck)
{
// Check for multi-gpu
int numDevices;
HIPCALL(hipGetDeviceCount(&numDevices));
if (numDevices < 2) {
GTEST_SKIP() << "This test requires at least 2 devices.";
}
// Initialize the original comms
std::vector<ncclComm_t> comms(numDevices);
NCCLCHECK(ncclCommInitAll(comms.data(), numDevices, nullptr));
// Split into new comms (round-robin)
std::vector<ncclComm_t> subComms(numDevices);
int numSubComms = 2;
std::map<int, int> mapCounter;
NCCLCHECK(ncclGroupStart());
for (int localRank = 0; localRank < numDevices; localRank++) {
NCCLCHECK(ncclCommSplit(comms[localRank], localRank % numSubComms, localRank, &subComms[localRank], NULL));
mapCounter[localRank % numSubComms]++;
}
NCCLCHECK(ncclGroupEnd());
// Check that new comms have correct subranks / ranks
for (int i = 0; i < numDevices; i++) {
int subCommRank, subCommNRank;
NCCLCHECK(ncclCommUserRank(subComms[i], &subCommRank));
NCCLCHECK(ncclCommCount(subComms[i], &subCommNRank));
ASSERT_EQ(subCommRank, i / numSubComms);
ASSERT_EQ(subCommNRank, mapCounter[i % numSubComms]);
}
// Clean up comms
for (auto& subComm : subComms)
NCCLCHECK(ncclCommDestroy(subComm));
for (auto& comm : comms)
NCCLCHECK(ncclCommDestroy(comm));
}
TEST(Standalone, SplitComms_OneColor)
{
// Check for multi-gpu
int numDevices;
HIPCALL(hipGetDeviceCount(&numDevices));
if (numDevices < 2) {
GTEST_SKIP() << "This test requires at least 2 devices.";
}
// Initialize the original comms
std::vector<ncclComm_t> comms(numDevices);
NCCLCHECK(ncclCommInitAll(comms.data(), numDevices, nullptr));
// Split into new comms (all of the same color)
std::vector<ncclComm_t> subComms(numDevices);
NCCLCHECK(ncclGroupStart());
for (int localRank = 0; localRank < numDevices; localRank++)
NCCLCHECK(ncclCommSplit(comms[localRank], 0, localRank, &subComms[localRank], NULL));
NCCLCHECK(ncclGroupEnd());
// Validate results
for (int i = 0; i < numDevices; i++) {
int originalRank, originalNRank;
NCCLCHECK(ncclCommUserRank(comms[i], &originalRank));
NCCLCHECK(ncclCommCount(comms[i], &originalNRank));
int subCommRank, subCommNRank;
NCCLCHECK(ncclCommUserRank(subComms[i], &subCommRank));
NCCLCHECK(ncclCommCount(subComms[i], &subCommNRank));
ASSERT_EQ(originalRank, subCommRank);
ASSERT_EQ(originalNRank, subCommNRank);
}
// Clean up comms
for (auto& subComm : subComms)
NCCLCHECK(ncclCommDestroy(subComm));
for (auto& comm : comms)
NCCLCHECK(ncclCommDestroy(comm));
}
TEST(Standalone, SplitComms_Reduce)
{
// Check for multi-gpu
int numDevices;
HIPCALL(hipGetDeviceCount(&numDevices));
if (numDevices < 2) {
GTEST_SKIP() << "This test requires at least 2 devices.";
}
// Initialize the original comms
std::vector<ncclComm_t> comms(numDevices);
NCCLCHECK(ncclCommInitAll(comms.data(), numDevices, nullptr));
// Split into new comms
int numReducedRanks = numDevices / 2;
std::vector<ncclComm_t> subComms(numDevices);
NCCLCHECK(ncclGroupStart());
for (int localRank = 0; localRank < numDevices; localRank++)
NCCLCHECK(ncclCommSplit(comms[localRank],
localRank < numReducedRanks ? 0 : NCCL_SPLIT_NOCOLOR,
localRank, &subComms[localRank], NULL));
NCCLCHECK(ncclGroupEnd());
// Validate results
for (int i = 0; i < numDevices; i++) {
int originalRank, originalNRank;
NCCLCHECK(ncclCommUserRank(comms[i], &originalRank));
NCCLCHECK(ncclCommCount(comms[i], &originalNRank));
if (i < numReducedRanks) {
int subCommRank, subCommNRank;
NCCLCHECK(ncclCommUserRank(subComms[i], &subCommRank));
NCCLCHECK(ncclCommCount(subComms[i], &subCommNRank));
ASSERT_EQ(originalRank, subCommRank);
ASSERT_EQ(subCommNRank, numReducedRanks);
} else {
ASSERT_EQ(subComms[i], nullptr);
}
}
// Cleanup comms
for (auto& subComm : subComms)
NCCLCHECK(ncclCommDestroy(subComm));
for (auto& comm : comms)
NCCLCHECK(ncclCommDestroy(comm));
}
TEST(Standalone, RegressionTiming)
{
// timing
using namespace std::chrono;
using Clock = std::chrono::high_resolution_clock;
int usElapsed, numIterations = 20, numWarmups = 5;
// Check for 2 GPUs
int numGpus;
HIPCALL(hipGetDeviceCount(&numGpus));
if (numGpus < 2) {
GTEST_SKIP() << "This test requires at least 2 devices.";
}
// Initialize RCCL
int numRanks = 2;
std::vector<ncclComm_t> comms(numRanks);
char *proto = std::getenv("NCCL_PROTO");
const char* protocolList[3] = {"LL", "LL128", "Simple"};
for (auto p : protocolList)
{
usElapsed = 0;
setenv("NCCL_PROTO", p, 1);
NCCLCHECK(ncclCommInitAll(comms.data(), numRanks, nullptr));
// Prepare CPU data arrays
int N = 1250;
std::vector<int> cpuInput(N);
std::vector<int> cpuExpected(N);
for (int i = 0; i < N; i++) {
cpuInput[i] = i;
cpuExpected[i] = 2 * i;
}
// Prepare GPU data arrays
int* gpuInput[numRanks];
int* gpuOutput[numRanks];
hipStream_t stream[numRanks];
for (int rank = 0; rank < numRanks; rank++) {
HIPCALL(hipSetDevice(rank));
HIPCALL(hipStreamCreate(&stream[rank]));
HIPCALL(hipMalloc((void**)&gpuInput[rank], N * sizeof(int)));
HIPCALL(hipMalloc((void**)&gpuOutput[rank], N * sizeof(int)));
HIPCALL(hipMemcpy(gpuInput[rank], cpuInput.data(), N * sizeof(int), hipMemcpyHostToDevice));
HIPCALL(hipMemset(gpuOutput[rank], 0, N * sizeof(int)));
HIPCALL(hipDeviceSynchronize());
}
for (int iter = -numWarmups; iter < numIterations; iter++) {
for (int rank = 0; rank < numRanks; rank++) {
HIPCALL(hipSetDevice(rank));
HIPCALL(hipMemset(gpuOutput[rank], 0, N * sizeof(int)));
HIPCALL(hipDeviceSynchronize());
}
// Initiate the allreduce
NCCLCHECK(ncclGroupStart());
for (int rank = 0; rank < numRanks; rank++)
NCCLCHECK(ncclAllReduce(gpuInput[rank], gpuOutput[rank], N, ncclInt, ncclSum, comms[rank], stream[rank]));
NCCLCHECK(ncclGroupEnd());
const auto start = Clock::now();
// Wait for completion
for (int rank = 0; rank < numRanks; rank++) {
HIPCALL(hipStreamSynchronize(stream[rank]));
}
if (iter >= 0)
usElapsed += duration_cast<microseconds>(Clock::now() - start).count();
// Check results
std::vector<int> cpuOutput(N);
for (int rank = 0; rank < numRanks; rank++) {
HIPCALL(hipMemcpy(cpuOutput.data(), gpuOutput[rank], N * sizeof(int), hipMemcpyDeviceToHost));
HIPCALL(hipDeviceSynchronize());
for (int i = 0; i < N; i++)
ASSERT_EQ(cpuOutput[i], cpuExpected[i]);
}
}
EXPECT_LT(usElapsed/(double)numIterations, 5000);
printf("[ INFO ] protocol: %s, average runtime: %f microseconds\n", p, usElapsed/(double)numIterations);
// Release resources
for (int rank = 0; rank < numRanks; rank++){
HIPCALL(hipFree(gpuInput[rank]));
HIPCALL(hipFree(gpuOutput[rank]));
HIPCALL(hipStreamDestroy(stream[rank]));
NCCLCHECK(ncclCommDestroy(comms[rank]));
}
}
if (proto)
setenv("NCCL_PROTO", proto, 1);
else
unsetenv("NCCL_PROTO");
}
}