Enable multi-threading for MSCCL (#1203)

MSCCL can now run in a multi-threaded configuration. To test in the unit tests, added the ENABLE_OPENMP compile definition flag and the --openmp-test-enable flag to the unit test build script. To activate, set the environment variables UT_MULTITHREADED=1 and UT_PROCESS_MASK=1. Set Jenkins to use this mode.

[ROCm/rccl commit: 0c36d571ea]
Tá an tiomantas seo le fáil i:
corey-derochie-amd
2024-07-04 09:34:38 -06:00
tiomanta ag GitHub
tuismitheoir b5bc883f61
tiomantas 37bf54b8f8
D'athraigh 19 comhad le 279 breiseanna agus 148 scriosta
+44 -52
Féach ar an gComhad
@@ -25,8 +25,6 @@
RCCL_PARAM(MscclEnabled, "MSCCL_ENABLE", 1);
RCCL_PARAM(MscclForceEnabled, "MSCCL_FORCE_ENABLE", 0);
static const char* mscclAlgoFilePathEnv = "MSCCL_ALGO_FILE_PATH";
static std::atomic<bool> mscclInitialized;
static std::mutex mscclLifecycleMutex;
bool mscclEnabled() {
#ifdef COMPILE_MSCCL_KERNEL
@@ -56,23 +54,12 @@ bool mscclIsCaller() {
return mscclGetThreadLocalStatus().mscclIsCallerFlag;
}
bool mscclAvailable() {
return mscclEnabled() && mscclInitialized.load(std::memory_order_acquire);
bool mscclAvailable(int rank) {
return mscclEnabled() && mscclInitialized(rank);
}
static bool mscclCommCompatible(ncclComm_t comm) {
std::map<uint64_t, std::set<uint64_t>> hostHashToPidHashes;
for (int i = 0; i < comm->nRanks; i++) {
uint64_t hostHash = comm->peerInfo[i].hostHash;
uint64_t pidHash = comm->peerInfo[i].pidHash;
if (hostHashToPidHashes.find(hostHash) != hostHashToPidHashes.end()) {
auto& pidHashSet = hostHashToPidHashes[hostHash];
if (pidHashSet.find(pidHash) != pidHashSet.end()) {
return false;
}
}
hostHashToPidHashes[hostHash].insert(pidHash);
}
// MSCCL is always compatible now. No need to guard against multi-thread.
return true;
}
@@ -86,8 +73,8 @@ static const char* mscclAlgoShareDirPath = "../share/rccl/msccl-algorithms";
static const char* mscclUnitTestAlgoShareDirPath = "../share/rccl/msccl-unit-test-algorithms";
static ncclResult_t mscclInternalSchedulerInit(ncclComm_t comm, int* numChannelsRequired) {
static bool mscclAlgoMetaLoaded = false;
mscclStatus& status = mscclGetStatus();
static thread_local bool mscclAlgoMetaLoaded = false;
mscclStatus& status = mscclGetStatus(comm->rank);
*numChannelsRequired = 0;
// Query numChannelsRequired from loaded algorithm metas
@@ -166,9 +153,7 @@ ncclResult_t mscclSchedulerInit(ncclComm_t comm, int* numChannelsRequired) {
return ncclSuccess;
}
std::lock_guard<std::mutex> lock(mscclLifecycleMutex);
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
bool useInternalScheduler = false;
const char* mscclSchedulerPath = getenv(mscclSchedulerPathEnv);
@@ -199,20 +184,11 @@ ncclResult_t mscclSchedulerInit(ncclComm_t comm, int* numChannelsRequired) {
}
ncclResult_t mscclInit(ncclComm_t comm) {
// Always initialize thread local status
mscclThreadLocalStatus threadLocalStatus = mscclGetThreadLocalStatus();
threadLocalStatus.groupStatus = mscclNoGroup;
threadLocalStatus.groupDepth = 0;
threadLocalStatus.captureId = ULLONG_MAX;
threadLocalStatus.captureStatus = mscclNoCapture;
{
std::lock_guard<std::mutex> lock(mscclLifecycleMutex);
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
// freeAlgoHandles and needsProxy are initialized globally once and before algorithm pre-processing and connection
if (!mscclInitialized.load(std::memory_order_acquire)) {
if (!mscclInitialized(comm->rank)) {
status.freeAlgoHandles.resize(MSCCL_MAX_NUM_ALGOS);
for (int i = 0; i < MSCCL_MAX_NUM_ALGOS; i++) {
status.freeAlgoHandles[i] = MSCCL_MAX_NUM_ALGOS - i - 1;
@@ -229,6 +205,8 @@ ncclResult_t mscclInit(ncclComm_t comm) {
if (m.nRanks == comm->nRanks) {
// Load algorithms
if (status.rankToAlgoHandles[i].find(comm->rank) == status.rankToAlgoHandles[i].end()) {
static std::mutex loadAlgoMutex;
std::lock_guard<std::mutex> lock(loadAlgoMutex);
NCCLCHECK(mscclLoadAlgo(m.filePath.c_str(), &(status.rankToAlgoHandles[i][comm->rank]), comm->rank));
}
// Connect algorithms
@@ -241,7 +219,7 @@ ncclResult_t mscclInit(ncclComm_t comm) {
}
}
if (mscclInitialized.load(std::memory_order_acquire)) {
if (mscclInitialized(comm->rank)) {
return ncclSuccess;
}
@@ -250,7 +228,7 @@ ncclResult_t mscclInit(ncclComm_t comm) {
status.lastStream = nullptr;
NCCLCHECK(mscclInitWorkFifoStatus(&(status.defaultWorkFifoStatus)));
mscclInitialized.store(true, std::memory_order_release);
mscclSetInitialized(comm->rank);
}
INFO(NCCL_INIT, "MSCCL: Initialization finished, localSize %ld", mscclKernMaxLocalSize());
@@ -266,8 +244,8 @@ ncclResult_t mscclGroupStart() {
return ncclSuccess;
}
static ncclResult_t mscclInternalSchedulerSelectAlgo(struct mscclSchedulerParam* param) {
mscclStatus& status = mscclGetStatus();
static ncclResult_t mscclInternalSchedulerSelectAlgo(int rank, struct mscclSchedulerParam* param) {
mscclStatus& status = mscclGetStatus(rank);
param->scheduled = false;
// Current MSCCL doesn't support pre/post op
@@ -312,13 +290,13 @@ static ncclResult_t mscclInternalSchedulerSelectAlgo(struct mscclSchedulerParam*
}
static ncclResult_t mscclSchedulerSelectAlgo(struct mscclSavedSchedulerParam* param) {
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(param->comm->rank);
if (status.mscclSchedulerPtr) {
NCCLCHECK(status.mscclSchedulerPtr->selectAlgo(&(param->p)));
} else {
// Disable MSCCL algorithms if machine type is not matching
if (param->comm->topo->mscclEnabled || mscclForceEnabled()) {
NCCLCHECK(mscclInternalSchedulerSelectAlgo(&(param->p)));
NCCLCHECK(mscclInternalSchedulerSelectAlgo(param->comm->rank, &(param->p)));
} else {
param->p.scheduled = false;
}
@@ -513,12 +491,30 @@ ncclResult_t mscclGroupEnd() {
return ncclSuccess;
}
static ncclResult_t mscclInternalSchedulerTeardown() {
static ncclResult_t mscclInternalUnloadAlgo(int rank, mscclAlgoHandle_t mscclAlgoHandle) {
mscclStatus& status = mscclGetStatus(rank);
free(status.hostAlgos[mscclAlgoHandle]);
status.hostAlgos.erase(mscclAlgoHandle);
NCCLCHECK(ncclCudaFree(status.devAlgos[mscclAlgoHandle]));
status.devAlgos.erase(mscclAlgoHandle);
status.freeAlgoHandles.push_back(mscclAlgoHandle);
for (auto &s : status.connectedAlgos) {
s.second.erase(mscclAlgoHandle);
}
return ncclSuccess;
}
static ncclResult_t mscclInternalSchedulerTeardown(int rank) {
ncclResult_t ret = ncclSuccess, tmpRet = ncclSuccess;
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(rank);
for (auto &m : status.rankToAlgoHandles) {
for (auto &p : m) {
tmpRet = mscclUnloadAlgo(p.second);
tmpRet = mscclInternalUnloadAlgo(rank, p.second);
if (ret == ncclSuccess) {
ret = tmpRet;
}
@@ -529,18 +525,13 @@ static ncclResult_t mscclInternalSchedulerTeardown() {
return ret;
}
ncclResult_t mscclTeardown() {
// Always teardown thread local status
mscclThreadLocalStatus threadLocalStatus = mscclGetThreadLocalStatus();
threadLocalStatus.savedSchedulerParams.clear();
ncclResult_t mscclTeardown(int rank) {
{
std::lock_guard<std::mutex> lock(mscclLifecycleMutex);
if (!mscclInitialized.load(std::memory_order_acquire)) {
if (!mscclInitialized(rank)) {
mscclRemoveRank(rank);
return ncclSuccess;
}
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(rank);
for (auto &p : status.hostAlgos) {
free(p.second);
status.freeAlgoHandles.push_back(p.first);
@@ -563,13 +554,14 @@ ncclResult_t mscclTeardown() {
dlclose(status.mscclSchedulerLib);
status.mscclSchedulerLib = nullptr;
} else {
NCCLCHECK(mscclInternalSchedulerTeardown());
NCCLCHECK(mscclInternalSchedulerTeardown(rank));
}
NCCLCHECK(mscclDestroyWorkFifoStatus(&(status.defaultWorkFifoStatus)));
for (auto &p : status.graphWorkFifoStatus) {
NCCLCHECK(mscclDestroyWorkFifoStatus(&(p.second)));
}
mscclInitialized.store(false, std::memory_order_release);
mscclSetInitialized(rank, false);
mscclRemoveRank(rank);
}
INFO(NCCL_INIT, "MSCCL: Teardown finished");
+13 -14
Féach ar an gComhad
@@ -22,10 +22,10 @@ static inline size_t computeSizeNeeded(size_t nBytes, int nScratchChunks, int nC
return (nBytes * (size_t)nScratchChunks) / (size_t)nChunksPerLoop;
}
ncclResult_t mscclGetCaptureStatus(hipStream_t stream) {
mscclStatus& status = mscclGetStatus();
ncclResult_t mscclGetCaptureStatus(int rank, hipStream_t stream) {
mscclStatus& status = mscclGetStatus(rank);
mscclThreadLocalStatus& threadLocalStatus = mscclGetThreadLocalStatus();
mscclSavedProxyArgs& savedProxyArgs = mscclGetSavedProxyArgs();
mscclSavedProxyArgs& savedProxyArgs = mscclGetSavedProxyArgs(rank);
cudaStreamCaptureStatus captureStatus;
unsigned long long captureId;
CUDACHECK(hipStreamGetCaptureInfo_v2(stream, &captureStatus, &captureId, &threadLocalStatus.graph, nullptr, nullptr));
@@ -42,12 +42,12 @@ ncclResult_t mscclGetCaptureStatus(hipStream_t stream) {
} else {
threadLocalStatus.captureStatus = mscclNoCapture;
}
INFO(NCCL_NET,"mscclGetCaptureStatus: %d, captureId: %llu, size: %lu\n", threadLocalStatus.captureStatus, threadLocalStatus.captureId, mscclGetSavedProxyArgs()[captureId].size());
INFO(NCCL_NET,"mscclGetCaptureStatus: %d, captureId: %llu, size: %lu\n", threadLocalStatus.captureStatus, threadLocalStatus.captureId, savedProxyArgs[captureId].size());
return ncclSuccess;
}
ncclResult_t mscclSetupCount(struct mscclAlgo* hostAlgo, ncclComm_t comm, size_t count, ncclDataType_t dataType) {
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
status.stepSize = comm->buffSizes[hostAlgo->protocol] / NCCL_STEPS;
status.chunkSteps = hostAlgo->protocol == NCCL_PROTO_SIMPLE ? hostAlgo->chunkSteps : 1;
status.sliceSteps = hostAlgo->protocol == NCCL_PROTO_SIMPLE ? hostAlgo->sliceSteps : 1;
@@ -69,12 +69,11 @@ ncclResult_t mscclSetupCount(struct mscclAlgo* hostAlgo, ncclComm_t comm, size_t
}
ncclResult_t mscclSetupScratch(struct mscclAlgo* hostAlgo, hipStream_t stream) {
mscclStatus& status = mscclGetStatus();
return ncclSuccess;
}
ncclResult_t mscclSetupSyncFlags(hipStream_t stream) {
mscclStatus& status = mscclGetStatus();
ncclResult_t mscclSetupSyncFlags(int rank, hipStream_t stream) {
mscclStatus& status = mscclGetStatus(rank);
mscclThreadLocalStatus& threadLocalStatus = mscclGetThreadLocalStatus();
if (threadLocalStatus.captureStatus == mscclNewCapture ||
status.workIndex > (1ULL << (8*sizeof(status.workIndex))) - 2 * NCCL_MAX_OPS - 1) {
@@ -86,7 +85,7 @@ ncclResult_t mscclSetupSyncFlags(hipStream_t stream) {
}
ncclResult_t mscclSetupConnections(struct mscclAlgo* hostAlgo, ncclComm_t comm) {
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
// Check whether there are enough channels
if (hostAlgo->nChannels > comm->nChannels) {
@@ -124,7 +123,7 @@ ncclResult_t mscclSetupConnections(struct mscclAlgo* hostAlgo, ncclComm_t comm)
}
static ncclResult_t mscclSetupProxyImpl(struct mscclAlgo* hostAlgo, ncclComm_t comm) {
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
mscclThreadLocalStatus& threadLocalStatus = mscclGetThreadLocalStatus();
struct ncclProxyOp proxyOp = {};
proxyOp.connIndex = 0;
@@ -185,9 +184,9 @@ static void HIPRT_CB mscclSetupProxyCallback(void *args) {
}
ncclResult_t mscclSetupProxy(struct mscclAlgo* hostAlgo, ncclComm_t comm, hipStream_t stream) {
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
mscclThreadLocalStatus& threadLocalStatus = mscclGetThreadLocalStatus();
mscclSavedProxyArgs& savedProxyArgs = mscclGetSavedProxyArgs();
mscclSavedProxyArgs& savedProxyArgs = mscclGetSavedProxyArgs(comm->rank);
if (threadLocalStatus.captureStatus == mscclNoCapture) {
INFO(NCCL_NET,"mscclSetupProxy: no capture\n");
NCCLCHECK(mscclSetupProxyImpl(hostAlgo, comm));
@@ -203,7 +202,7 @@ ncclResult_t mscclSetupProxy(struct mscclAlgo* hostAlgo, ncclComm_t comm, hipStr
p.userData = params;
CUDACHECK(hipGraphAddHostNode(&callbackNode, threadLocalStatus.graph, nullptr, 0, &p));
}
mscclGetSavedProxyArgs()[threadLocalStatus.captureId].emplace_back(hostAlgo, comm);
savedProxyArgs[threadLocalStatus.captureId].emplace_back(hostAlgo, comm);
}
return ncclSuccess;
}
@@ -410,7 +409,7 @@ RCCL_PARAM(MscclForceFullOps, "MSCCL_FORCE_FULLOPS", 0);
ncclResult_t mscclSetupKernel(const void* sendBuff, void* recvBuff, size_t count,
ncclDataType_t dataType, ncclRedOp_t op, struct mscclAlgo* hostAlgo, struct mscclAlgo* devAlgo,
ncclComm_t comm, hipStream_t stream) {
mscclStatus& status = mscclGetStatus();
mscclStatus& status = mscclGetStatus(comm->rank);
mscclThreadLocalStatus& threadLocalStatus = mscclGetThreadLocalStatus();
if (status.lastStream != stream && status.lastStream != nullptr) {
+56 -6
Féach ar an gComhad
@@ -6,9 +6,60 @@
#include "msccl/msccl_status.h"
#include "msccl/msccl_struct.h"
mscclStatus& mscclGetStatus() {
static mscclStatus status;
return status;
#include "debug.h"
#include <memory>
#include <mutex>
#include <unordered_map>
using namespace std;
struct mscclRankState {
int rank;
bool initialized;
mscclStatus status;
mscclSavedProxyArgs savedProxyArgs;
mscclRankState() : rank(-1), initialized(false), status(), savedProxyArgs() {}
explicit mscclRankState(const mscclRankState&) = default;
};
static mutex rankStatesMutex;
static unordered_map<int, shared_ptr<mscclRankState>> rankStates;
static inline mscclRankState& mscclGetRankState(int rank) {
static thread_local shared_ptr<mscclRankState> threadRankState = make_shared<mscclRankState>();
if (rank < 0) {
return *threadRankState;
}
lock_guard<mutex> lock(rankStatesMutex);
auto rankStateIt = rankStates.find(rank);
if (rankStateIt == rankStates.end()) {
rankStateIt = rankStates.insert(make_pair(rank, make_shared<mscclRankState>(*threadRankState))).first;
rankStateIt->second->rank = rank;
}
return *(rankStateIt->second);
}
bool mscclInitialized(int rank) {
return mscclGetRankState(rank).initialized;
}
void mscclSetInitialized(int rank, bool initialized) {
auto& state = mscclGetRankState(rank);
assert(!initialized || !state.initialized);
state.initialized = initialized;
}
void mscclRemoveRank(int rank) {
lock_guard<mutex> lock(rankStatesMutex);
rankStates.erase(rank);
}
mscclStatus& mscclGetStatus(int rank) {
return mscclGetRankState(rank).status;
}
mscclThreadLocalStatus& mscclGetThreadLocalStatus() {
@@ -16,7 +67,6 @@ mscclThreadLocalStatus& mscclGetThreadLocalStatus() {
return threadLocalStatus;
}
mscclSavedProxyArgs& mscclGetSavedProxyArgs() {
static mscclSavedProxyArgs savedProxyArgs;
return savedProxyArgs;
mscclSavedProxyArgs& mscclGetSavedProxyArgs(int rank) {
return mscclGetRankState(rank).savedProxyArgs;
}