Add network communication through another GPU connected with NVLink
(PXN).
Add aggregation of messages coming from different local GPUs through
PXN and going to the same destination.
Add new v5 plugin API with grouped receives and tags.
Add compat for v4 plugins.
Add naming of NCCL threads to help debugging.
Fix NVLink detection and avoid data corruption when some NVLinks are
down.
Add support for Relaxed Ordering for IB.
Add profiling and timing infrastructure.
This commit is contained in:
Sylvain Jeaugey
2022-01-07 06:39:55 -08:00
parent 0144073673
commit 3c223c105a
70 changed files with 6453 additions and 3430 deletions
+252 -209
View File
@@ -1,219 +1,262 @@
/*************************************************************************
* Copyright (c) 2015-2020, NVIDIA CORPORATION. All rights reserved.
* Copyright (c) 2015-2022, NVIDIA CORPORATION. All rights reserved.
*
* See LICENSE.txt for license information
************************************************************************/
#include "nvmlwrap.h"
#include "checks.h"
#include "debug.h"
#ifndef NVML_DIRECT
#include <dlfcn.h>
#include "core.h"
#include <initializer_list>
#include <memory>
#include <mutex>
static enum { nvmlUninitialized, nvmlInitializing, nvmlInitialized, nvmlError } nvmlState = nvmlUninitialized;
int ncclNvmlDeviceCount = 0;
ncclNvmlDeviceInfo ncclNvmlDevices[ncclNvmlMaxDevices];
ncclNvmlDevicePairInfo ncclNvmlDevicePairs[ncclNvmlMaxDevices][ncclNvmlMaxDevices];
static nvmlReturn_t (*nvmlInternalInit)(void);
static nvmlReturn_t (*nvmlInternalShutdown)(void);
static nvmlReturn_t (*nvmlInternalDeviceGetHandleByPciBusId)(const char* pciBusId, nvmlDevice_t* device);
static nvmlReturn_t (*nvmlInternalDeviceGetIndex)(nvmlDevice_t device, unsigned* index);
static const char* (*nvmlInternalErrorString)(nvmlReturn_t r);
static nvmlReturn_t (*nvmlInternalDeviceGetNvLinkState)(nvmlDevice_t device, unsigned int link, nvmlEnableState_t *isActive);
static nvmlReturn_t (*nvmlInternalDeviceGetNvLinkRemotePciInfo)(nvmlDevice_t device, unsigned int link, nvmlPciInfo_t *pci);
static nvmlReturn_t (*nvmlInternalDeviceGetNvLinkCapability)(nvmlDevice_t device, unsigned int link,
nvmlNvLinkCapability_t capability, unsigned int *capResult);
static nvmlReturn_t (*nvmlInternalDeviceGetCudaComputeCapability)(nvmlDevice_t device, int* major, int* minor);
// Used to make the NVML library calls thread safe
pthread_mutex_t nvmlLock = PTHREAD_MUTEX_INITIALIZER;
ncclResult_t wrapNvmlSymbols(void) {
if (nvmlState == nvmlInitialized)
return ncclSuccess;
if (nvmlState == nvmlError)
return ncclSystemError;
if (__sync_bool_compare_and_swap(&nvmlState, nvmlUninitialized, nvmlInitializing) == false) {
// Another thread raced in front of us. Wait for it to be done.
while (nvmlState == nvmlInitializing) pthread_yield();
return (nvmlState == nvmlInitialized) ? ncclSuccess : ncclSystemError;
}
static void* nvmlhandle = NULL;
void* tmp;
void** cast;
nvmlhandle=dlopen("libnvidia-ml.so.1", RTLD_NOW);
if (!nvmlhandle) {
WARN("Failed to open libnvidia-ml.so.1");
goto teardown;
}
#define LOAD_SYM(handle, symbol, funcptr) do { \
cast = (void**)&funcptr; \
tmp = dlsym(handle, symbol); \
if (tmp == NULL) { \
WARN("dlsym failed on %s - %s", symbol, dlerror());\
goto teardown; \
} \
*cast = tmp; \
} while (0)
#define LOAD_SYM_OPTIONAL(handle, symbol, funcptr) do {\
cast = (void**)&funcptr; \
tmp = dlsym(handle, symbol); \
if (tmp == NULL) { \
INFO(NCCL_INIT,"dlsym failed on %s, ignoring", symbol); \
} \
*cast = tmp; \
} while (0)
LOAD_SYM(nvmlhandle, "nvmlInit", nvmlInternalInit);
LOAD_SYM(nvmlhandle, "nvmlShutdown", nvmlInternalShutdown);
LOAD_SYM(nvmlhandle, "nvmlDeviceGetHandleByPciBusId", nvmlInternalDeviceGetHandleByPciBusId);
LOAD_SYM(nvmlhandle, "nvmlDeviceGetIndex", nvmlInternalDeviceGetIndex);
LOAD_SYM(nvmlhandle, "nvmlErrorString", nvmlInternalErrorString);
LOAD_SYM_OPTIONAL(nvmlhandle, "nvmlDeviceGetNvLinkState", nvmlInternalDeviceGetNvLinkState);
LOAD_SYM_OPTIONAL(nvmlhandle, "nvmlDeviceGetNvLinkRemotePciInfo", nvmlInternalDeviceGetNvLinkRemotePciInfo);
LOAD_SYM_OPTIONAL(nvmlhandle, "nvmlDeviceGetNvLinkCapability", nvmlInternalDeviceGetNvLinkCapability);
LOAD_SYM(nvmlhandle, "nvmlDeviceGetCudaComputeCapability", nvmlInternalDeviceGetCudaComputeCapability);
nvmlState = nvmlInitialized;
return ncclSuccess;
teardown:
nvmlInternalInit = NULL;
nvmlInternalShutdown = NULL;
nvmlInternalDeviceGetHandleByPciBusId = NULL;
nvmlInternalDeviceGetIndex = NULL;
nvmlInternalDeviceGetNvLinkState = NULL;
nvmlInternalDeviceGetNvLinkRemotePciInfo = NULL;
nvmlInternalDeviceGetNvLinkCapability = NULL;
if (nvmlhandle != NULL) dlclose(nvmlhandle);
nvmlState = nvmlError;
return ncclSystemError;
}
ncclResult_t wrapNvmlInit(void) {
if (nvmlInternalInit == NULL) {
WARN("lib wrapper not initialized.");
return ncclInternalError;
}
nvmlReturn_t ret = nvmlInternalInit();
if (ret != NVML_SUCCESS) {
WARN("nvmlInit() failed: %s",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlShutdown(void) {
if (nvmlInternalShutdown == NULL) {
WARN("lib wrapper not initialized.");
return ncclInternalError;
}
nvmlReturn_t ret = nvmlInternalShutdown();
if (ret != NVML_SUCCESS) {
WARN("nvmlShutdown() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlDeviceGetHandleByPciBusId(const char* pciBusId, nvmlDevice_t* device) {
if (nvmlInternalDeviceGetHandleByPciBusId == NULL) {
WARN("lib wrapper not initialized.");
return ncclInternalError;
}
nvmlReturn_t ret;
NVMLLOCKCALL(nvmlInternalDeviceGetHandleByPciBusId(pciBusId, device), ret);
if (ret != NVML_SUCCESS) {
WARN("nvmlDeviceGetHandleByPciBusId() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlDeviceGetIndex(nvmlDevice_t device, unsigned* index) {
if (nvmlInternalDeviceGetIndex == NULL) {
WARN("lib wrapper not initialized.");
return ncclInternalError;
}
nvmlReturn_t ret;
NVMLLOCKCALL(nvmlInternalDeviceGetIndex(device, index), ret);
if (ret != NVML_SUCCESS) {
WARN("nvmlDeviceGetIndex() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlDeviceGetNvLinkState(nvmlDevice_t device, unsigned int link, nvmlEnableState_t *isActive) {
if (nvmlInternalDeviceGetNvLinkState == NULL) {
/* Do not warn, this symbol is optional. */
return ncclInternalError;
}
nvmlReturn_t ret;
NVMLLOCKCALL(nvmlInternalDeviceGetNvLinkState(device, link, isActive), ret);
if (ret != NVML_SUCCESS) {
if (ret != NVML_ERROR_NOT_SUPPORTED)
INFO(NCCL_INIT,"nvmlDeviceGetNvLinkState() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlDeviceGetNvLinkRemotePciInfo(nvmlDevice_t device, unsigned int link, nvmlPciInfo_t *pci) {
if (nvmlInternalDeviceGetNvLinkRemotePciInfo == NULL) {
/* Do not warn, this symbol is optional. */
return ncclInternalError;
}
nvmlReturn_t ret;
NVMLLOCKCALL(nvmlInternalDeviceGetNvLinkRemotePciInfo(device, link, pci), ret);
if (ret != NVML_SUCCESS) {
if (ret != NVML_ERROR_NOT_SUPPORTED)
INFO(NCCL_INIT,"nvmlDeviceGetNvLinkRemotePciInfo() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlDeviceGetNvLinkCapability(nvmlDevice_t device, unsigned int link,
nvmlNvLinkCapability_t capability, unsigned int *capResult) {
if (nvmlInternalDeviceGetNvLinkCapability == NULL) {
/* Do not warn, this symbol is optional. */
return ncclInternalError;
}
nvmlReturn_t ret;
NVMLLOCKCALL(nvmlInternalDeviceGetNvLinkCapability(device, link, capability, capResult), ret);
if (ret != NVML_SUCCESS) {
if (ret != NVML_ERROR_NOT_SUPPORTED)
INFO(NCCL_INIT,"nvmlDeviceGetNvLinkCapability() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
ncclResult_t wrapNvmlDeviceGetCudaComputeCapability(nvmlDevice_t device, int* major, int* minor) {
if (nvmlInternalDeviceGetNvLinkCapability == NULL) {
WARN("lib wrapper not initialized.");
return ncclInternalError;
}
nvmlReturn_t ret;
NVMLLOCKCALL(nvmlInternalDeviceGetCudaComputeCapability(device, major, minor), ret);
if (ret != NVML_SUCCESS) {
WARN("nvmlDeviceGetCudaComputeCapability() failed: %s ",
nvmlInternalErrorString(ret));
return ncclSystemError;
}
return ncclSuccess;
}
#if NCCL_NVML_DIRECT
#define NCCL_NVML_FN(name, rettype, arglist) constexpr rettype(*pfn_##name)arglist = name;
#else
#include <dlfcn.h>
#define NCCL_NVML_FN(name, rettype, arglist) rettype(*pfn_##name)arglist = nullptr;
#endif
namespace {
NCCL_NVML_FN(nvmlInit, nvmlReturn_t, ())
NCCL_NVML_FN(nvmlInit_v2, nvmlReturn_t, ())
NCCL_NVML_FN(nvmlShutdown, nvmlReturn_t, ())
NCCL_NVML_FN(nvmlDeviceGetCount, nvmlReturn_t, (unsigned int*))
NCCL_NVML_FN(nvmlDeviceGetCount_v2, nvmlReturn_t, (unsigned int*))
NCCL_NVML_FN(nvmlDeviceGetHandleByPciBusId, nvmlReturn_t, (const char* pciBusId, nvmlDevice_t* device))
NCCL_NVML_FN(nvmlDeviceGetHandleByIndex, nvmlReturn_t, (unsigned int index, nvmlDevice_t *device))
NCCL_NVML_FN(nvmlDeviceGetIndex, nvmlReturn_t, (nvmlDevice_t device, unsigned* index))
NCCL_NVML_FN(nvmlErrorString, char const*, (nvmlReturn_t r))
NCCL_NVML_FN(nvmlDeviceGetNvLinkState, nvmlReturn_t, (nvmlDevice_t device, unsigned int link, nvmlEnableState_t *isActive))
NCCL_NVML_FN(nvmlDeviceGetNvLinkRemotePciInfo, nvmlReturn_t, (nvmlDevice_t device, unsigned int link, nvmlPciInfo_t *pci))
NCCL_NVML_FN(nvmlDeviceGetNvLinkCapability, nvmlReturn_t, (nvmlDevice_t device, unsigned int link, nvmlNvLinkCapability_t capability, unsigned int *capResult))
NCCL_NVML_FN(nvmlDeviceGetCudaComputeCapability, nvmlReturn_t, (nvmlDevice_t device, int* major, int* minor))
NCCL_NVML_FN(nvmlDeviceGetP2PStatus, nvmlReturn_t, (nvmlDevice_t device1, nvmlDevice_t device2, nvmlGpuP2PCapsIndex_t p2pIndex, nvmlGpuP2PStatus_t* p2pStatus))
std::mutex lock; // NVML has had some thread safety bugs
bool initialized = false;
thread_local bool threadInitialized = false;
ncclResult_t initResult;
}
ncclResult_t ncclNvmlEnsureInitialized() {
// Optimization to avoid repeatedly grabbing the lock when we only want to
// read from the global tables.
if (threadInitialized) return initResult;
threadInitialized = true;
std::lock_guard<std::mutex> locked(lock);
if (initialized) return initResult;
initialized = true;
#if !NCCL_NVML_DIRECT
if (pfn_nvmlInit == nullptr) {
void *libhandle = dlopen("libnvidia-ml.so.1", RTLD_NOW);
if (libhandle == nullptr) {
WARN("Failed to open libnvidia-ml.so.1");
initResult = ncclSystemError;
return initResult;
}
struct Symbol { void **ppfn; char const *name; };
std::initializer_list<Symbol> symbols = {
{(void**)&pfn_nvmlInit, "nvmlInit"},
{(void**)&pfn_nvmlInit_v2, "nvmlInit_v2"},
{(void**)&pfn_nvmlShutdown, "nvmlShutdown"},
{(void**)&pfn_nvmlDeviceGetCount, "nvmlDeviceGetCount"},
{(void**)&pfn_nvmlDeviceGetCount_v2, "nvmlDeviceGetCount_v2"},
{(void**)&pfn_nvmlDeviceGetHandleByPciBusId, "nvmlDeviceGetHandleByPciBusId"},
{(void**)&pfn_nvmlDeviceGetHandleByIndex, "nvmlDeviceGetHandleByIndex"},
{(void**)&pfn_nvmlDeviceGetIndex, "nvmlDeviceGetIndex"},
{(void**)&pfn_nvmlErrorString, "nvmlErrorString"},
{(void**)&pfn_nvmlDeviceGetNvLinkState, "nvmlDeviceGetNvLinkState"},
{(void**)&pfn_nvmlDeviceGetNvLinkRemotePciInfo, "nvmlDeviceGetNvLinkRemotePciInfo"},
{(void**)&pfn_nvmlDeviceGetNvLinkCapability, "nvmlDeviceGetNvLinkCapability"},
{(void**)&pfn_nvmlDeviceGetCudaComputeCapability, "nvmlDeviceGetCudaComputeCapability"},
{(void**)&pfn_nvmlDeviceGetP2PStatus, "nvmlDeviceGetP2PStatus"}
};
for(Symbol sym: symbols) {
*sym.ppfn = dlsym(libhandle, sym.name);
}
}
#endif
#if NCCL_NVML_DIRECT
bool have_v2 = true;
#else
bool have_v2 = pfn_nvmlInit_v2 != nullptr; // if this compare is done in the NCCL_NVML_DIRECT=1 case then GCC warns about it never being null
#endif
nvmlReturn_t res1 = (have_v2 ? pfn_nvmlInit_v2 : pfn_nvmlInit)();
if (res1 != NVML_SUCCESS) {
WARN("nvmlInit%s() failed: %s", have_v2 ? "_v2" : "", pfn_nvmlErrorString(res1));
initResult = ncclSystemError;
return initResult;
}
unsigned int ndev;
res1 = (have_v2 ? pfn_nvmlDeviceGetCount_v2 : pfn_nvmlDeviceGetCount)(&ndev);
if (res1 != NVML_SUCCESS) {
WARN("nvmlDeviceGetCount%s() failed: %s", have_v2 ? "_v2" :"", pfn_nvmlErrorString(res1));
initResult = ncclSystemError;
return initResult;
}
ncclNvmlDeviceCount = int(ndev);
if (ncclNvmlMaxDevices < ncclNvmlDeviceCount) {
WARN("nvmlDeviceGetCount() reported more devices (%d) than the internal maximum (ncclNvmlMaxDevices=%d)", ncclNvmlDeviceCount, ncclNvmlMaxDevices);
initResult = ncclInternalError;
return initResult;
}
for(int a=0; a < ncclNvmlDeviceCount; a++) {
res1 = pfn_nvmlDeviceGetHandleByIndex(a, &ncclNvmlDevices[a].handle);
if (res1 != NVML_SUCCESS) {
WARN("nvmlDeviceGetHandleByIndex(%d) failed: %s", int(a), pfn_nvmlErrorString(res1));
initResult = ncclSystemError;
return initResult;
}
res1 = pfn_nvmlDeviceGetCudaComputeCapability(ncclNvmlDevices[a].handle, &ncclNvmlDevices[a].computeCapabilityMajor, &ncclNvmlDevices[a].computeCapabilityMinor);
if (res1 != NVML_SUCCESS) {
WARN("nvmlDeviceGetCudaComputeCapability(%d) failed: %s", int(a), pfn_nvmlErrorString(res1));
initResult = ncclSystemError;
return initResult;
}
}
for(int a=0; a < ncclNvmlDeviceCount; a++) {
for(int b=0; b < ncclNvmlDeviceCount; b++) {
nvmlDevice_t da = ncclNvmlDevices[a].handle;
nvmlDevice_t db = ncclNvmlDevices[b].handle;
res1 = pfn_nvmlDeviceGetP2PStatus(da, db, NVML_P2P_CAPS_INDEX_READ, &ncclNvmlDevicePairs[a][b].p2pStatusRead);
if (res1 != NVML_SUCCESS) {
WARN("nvmlDeviceGetP2PStatus(%d,%d,NVML_P2P_CAPS_INDEX_READ) failed: %s", a, b, pfn_nvmlErrorString(res1));
initResult = ncclSystemError;
return initResult;
}
res1 = pfn_nvmlDeviceGetP2PStatus(da, db, NVML_P2P_CAPS_INDEX_WRITE, &ncclNvmlDevicePairs[a][b].p2pStatusWrite);
if (res1 != NVML_SUCCESS) {
WARN("nvmlDeviceGetP2PStatus(%d,%d,NVML_P2P_CAPS_INDEX_READ) failed: %s", a, b, pfn_nvmlErrorString(res1));
initResult = ncclSystemError;
return initResult;
}
}
}
initResult = ncclSuccess;
return initResult;
}
#define NVMLCHECK(name, ...) do { \
nvmlReturn_t e44241808 = pfn_##name(__VA_ARGS__); \
if (e44241808 != NVML_SUCCESS) { \
WARN(#name "() failed: %s", pfn_nvmlErrorString(e44241808)); \
return ncclSystemError; \
} \
} while(0)
#define NVMLTRY(name, ...) do { \
if (!NCCL_NVML_DIRECT && pfn_##name == nullptr) \
return ncclInternalError; /* missing symbol is not a warned error */ \
nvmlReturn_t e44241808 = pfn_##name(__VA_ARGS__); \
if (e44241808 != NVML_SUCCESS) { \
if (e44241808 != NVML_ERROR_NOT_SUPPORTED) \
INFO(NCCL_INIT, #name "() failed: %s", pfn_nvmlErrorString(e44241808)); \
return ncclSystemError; \
} \
} while(0)
ncclResult_t ncclNvmlDeviceGetHandleByPciBusId(const char* pciBusId, nvmlDevice_t* device) {
NCCLCHECK(ncclNvmlEnsureInitialized());
std::lock_guard<std::mutex> locked(lock);
NVMLCHECK(nvmlDeviceGetHandleByPciBusId, pciBusId, device);
return ncclSuccess;
}
ncclResult_t ncclNvmlDeviceGetHandleByIndex(unsigned int index, nvmlDevice_t *device) {
NCCLCHECK(ncclNvmlEnsureInitialized());
*device = ncclNvmlDevices[index].handle;
return ncclSuccess;
}
ncclResult_t ncclNvmlDeviceGetIndex(nvmlDevice_t device, unsigned* index) {
NCCLCHECK(ncclNvmlEnsureInitialized());
for (int d=0; d < ncclNvmlDeviceCount; d++) {
if (ncclNvmlDevices[d].handle == device) {
*index = d;
return ncclSuccess;
}
}
return ncclInvalidArgument;
}
ncclResult_t ncclNvmlDeviceGetNvLinkState(nvmlDevice_t device, unsigned int link, nvmlEnableState_t *isActive) {
NCCLCHECK(ncclNvmlEnsureInitialized());
std::lock_guard<std::mutex> locked(lock);
NVMLTRY(nvmlDeviceGetNvLinkState, device, link, isActive);
return ncclSuccess;
}
ncclResult_t ncclNvmlDeviceGetNvLinkRemotePciInfo(nvmlDevice_t device, unsigned int link, nvmlPciInfo_t *pci) {
NCCLCHECK(ncclNvmlEnsureInitialized());
std::lock_guard<std::mutex> locked(lock);
NVMLTRY(nvmlDeviceGetNvLinkRemotePciInfo, device, link, pci);
return ncclSuccess;
}
ncclResult_t ncclNvmlDeviceGetNvLinkCapability(
nvmlDevice_t device, unsigned int link, nvmlNvLinkCapability_t capability,
unsigned int *capResult
) {
NCCLCHECK(ncclNvmlEnsureInitialized());
std::lock_guard<std::mutex> locked(lock);
NVMLTRY(nvmlDeviceGetNvLinkCapability, device, link, capability, capResult);
return ncclSuccess;
}
ncclResult_t ncclNvmlDeviceGetCudaComputeCapability(nvmlDevice_t device, int* major, int* minor) {
NCCLCHECK(ncclNvmlEnsureInitialized());
for(int d=0; d < ncclNvmlDeviceCount; d++) {
if(device == ncclNvmlDevices[d].handle) {
*major = ncclNvmlDevices[d].computeCapabilityMajor;
*minor = ncclNvmlDevices[d].computeCapabilityMinor;
return ncclSuccess;
}
}
return ncclInvalidArgument;
}
ncclResult_t ncclNvmlDeviceGetP2PStatus(
nvmlDevice_t device1, nvmlDevice_t device2, nvmlGpuP2PCapsIndex_t p2pIndex,
nvmlGpuP2PStatus_t* p2pStatus
) {
NCCLCHECK(ncclNvmlEnsureInitialized());
if (p2pIndex == NVML_P2P_CAPS_INDEX_READ || p2pIndex == NVML_P2P_CAPS_INDEX_WRITE) {
int a = -1, b = -1;
for(int d=0; d < ncclNvmlDeviceCount; d++) {
if(device1 == ncclNvmlDevices[d].handle) a = d;
if(device2 == ncclNvmlDevices[d].handle) b = d;
}
if (a == -1 || b == -1) return ncclInvalidArgument;
if (p2pIndex == NVML_P2P_CAPS_INDEX_READ)
*p2pStatus = ncclNvmlDevicePairs[a][b].p2pStatusRead;
else
*p2pStatus = ncclNvmlDevicePairs[a][b].p2pStatusWrite;
}
else {
std::lock_guard<std::mutex> locked(lock);
NVMLCHECK(nvmlDeviceGetP2PStatus, device1, device2, p2pIndex, p2pStatus);
}
return ncclSuccess;
}