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#pragma once
#ifdef USE_C10D_NCCL
#include <sched.h>
#include <cstdio>
#include <cstdlib>
#include <memory>
#include <mutex>
#include <ATen/ATen.h>
#include <ATen/cuda/CUDAEvent.h>
#include <c10/util/Exception.h>
#include <nccl.h>
#include <torch/csrc/distributed/c10d/TraceUtils.h>
#include <optional>
constexpr int64_t kCommInitBusyWaitMillis = 2;
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 14)
#define NCCL_HAS_COMM_NONBLOCKING
#endif
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 18)
#define NCCL_HAS_COMM_SPLIT
#endif
// ncclGetLastError() is enabled only for NCCL versions 2.13+
// ncclRemoteError only exists in NCCL versions 2.13+
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 13)
#define ENABLE_NCCL_GET_LAST_ERROR
#define NCCL_REMOTE_ERROR
#elif defined(NCCL_MAJOR) && (NCCL_MAJOR >= 3)
#define ENABLE_NCCL_GET_LAST_ERROR
#define NCCL_REMOTE_ERROR
#endif
static_assert(
(NCCL_MAJOR == 2 && NCCL_MINOR >= 7) || (NCCL_MAJOR > 2),
"NCCL version must be 2.7 or later");
// Error checking is enabled only for NCCL versions 2.4+ since ncclCommAbort()
// and ncclCommGetAsyncError() are not supported in earlier versions.
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 4)
#define ENABLE_NCCL_ERROR_CHECKING
#elif defined(NCCL_MAJOR) && (NCCL_MAJOR >= 3)
#define ENABLE_NCCL_ERROR_CHECKING
#endif
// P2P is enabled only for NCCL versions 2.7+ since ncclSend()
// and ncclRecv() are not supported in earlier versions.
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 7)
#define ENABLE_NCCL_P2P_SUPPORT
#elif defined(NCCL_MAJOR) && (NCCL_MAJOR >= 3)
#define ENABLE_NCCL_P2P_SUPPORT
#endif
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 11)
#define ENABLE_NCCL_PREMUL_SUM_SUPPORT
#elif defined(NCCL_MAJOR) && (NCCL_MAJOR >= 3)
#define ENABLE_NCCL_PREMUL_SUM_SUPPORT
#endif
#if defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 17)
#define NCCL_HAS_COMM_CTA_CGA
#elif defined(NCCL_MAJOR) && (NCCL_MAJOR >= 3)
#define NCCL_HAS_COMM_CTA_CGA
#endif
#if defined(NCCL_REGISTRATION_SUPPORTED) || \
((defined(NCCL_MAJOR) && (NCCL_MAJOR == 2) && defined(NCCL_MINOR) && \
(NCCL_MINOR >= 19)))
#define NCCL_HAS_COMM_REGISTER
#elif defined(NCCL_MAJOR) && (NCCL_MAJOR >= 3)
#define NCCL_HAS_COMM_REGISTER
#endif
// Macro to throw on a non-successful NCCL return value.
#define C10D_NCCL_CHECK(cmd, failureReason) \
do { \
ncclResult_t result = cmd; \
if (result != ncclSuccess) { \
std::string err = "NCCL error in: " + std::string(__FILE__) + ":" + \
std::to_string(__LINE__) + ", " + ncclGetErrorWithVersion(result) + \
"\n" + getNcclErrorDetailStr(result, failureReason); \
TORCH_CHECK_WITH(DistBackendError, false, err); \
} \
} while (0)
// Macro to throw on a non-successful NCCL return value for NONBLOCKING calls.
#define C10D_NCCL_CHECK_NONBLOCKING(cmd, failureReason) \
do { \
ncclResult_t result = cmd; \
if (result != ncclSuccess && result != ncclInProgress) { \
std::string err = "NCCL error in: " + std::string(__FILE__) + ":" + \
std::to_string(__LINE__) + ", " + ncclGetErrorWithVersion(result) + \
"\n" + getNcclErrorDetailStr(result, failureReason); \
TORCH_CHECK_WITH(DistBackendError, false, err); \
} \
} while (0)
// Error out if (current time - startTime) is greater than timeout (sec).
#define C10D_CHECK_TIMEOUT(startTime, timeout) \
do { \
auto currentTime = std::chrono::steady_clock::now(); \
auto timeElapsed = std::chrono::duration_cast<std::chrono::seconds>( \
currentTime - startTime) \
.count(); \
if (timeElapsed > timeout) { \
std::string err = "NCCL timeout in: " + std::string(__FILE__) + ":" + \
std::to_string(__LINE__); \
TORCH_CHECK_WITH(DistBackendError, false, err); \
} \
} while (0)
// Macro to throw on a non-successful NCCL return value, non-blocking.
#define C10D_NCCL_CHECK_TIMEOUT_BASE(cmd, comm, failureReason, yield_fn) \
do { \
ncclResult_t result = cmd; \
auto startTimepoint = std::chrono::steady_clock::now(); \
auto timeout = nccl_nonblocking_timeout(); \
while (result == ncclInProgress) { \
C10D_CHECK_TIMEOUT(startTimepoint, timeout); \
yield_fn; \
ncclCommGetAsyncError(comm, &result); \
} \
if (result != ncclSuccess) { \
std::string err = "NCCL error in: " + std::string(__FILE__) + ":" + \
std::to_string(__LINE__) + ", " + ncclGetErrorWithVersion(result) + \
"\n" + getNcclErrorDetailStr(result, failureReason); \
TORCH_CHECK_WITH(DistBackendError, false, err); \
} \
} while (0)
// Sleep for kCommInitBusyWaitMillis milliseconds.
#define C10D_SCHED_SLEEP() \
std::this_thread::sleep_for( \
std::chrono::milliseconds(kCommInitBusyWaitMillis))
// Macro to throw exception on a non-successful NCCL return value or timeout.
// This macro uses sched_yield() to yield the CPU.
// Thus suitable for NCCL calls that would quickly turn ncclSuccess, e.g.
// collectives.
#define C10D_NCCL_CHECK_TIMEOUT(cmd, comm, failureReason) \
C10D_NCCL_CHECK_TIMEOUT_BASE(cmd, comm, failureReason, sched_yield())
// Macro to throw exception on a non-successful NCCL return value or timeout.
// This macro uses sleep to yield the CPU.
// Thus suitable for NCCL calls that would take longer to turn ncclSuccess, e.g.
// ncclCommInitRankConfig, ncclCommFinalize, etc.
#define C10D_NCCL_CHECK_TIMEOUT_SLEEP(cmd, comm, failureReason) \
C10D_NCCL_CHECK_TIMEOUT_BASE(cmd, comm, failureReason, C10D_SCHED_SLEEP())
#define C10D_NCCL_CHECK_TIMEOUT_GROUPEND(cmd, comm, failureReason) \
do { \
ncclResult_t state = cmd; \
auto startTimepoint = std::chrono::steady_clock::now(); \
auto timeout = nccl_nonblocking_timeout(); \
if (state == ncclInProgress) { \
do { \
C10D_CHECK_TIMEOUT(startTimepoint, timeout); \
sched_yield(); \
ncclCommGetAsyncError(comm->getNcclComm(), &state); \
} while (state == ncclInProgress); \
} \
if (state != ncclSuccess) { \
std::string err = "NCCL error in: " + std::string(__FILE__) + ":" + \
std::to_string(__LINE__) + ", " + ncclGetErrorWithVersion(state) + \
"\n" + getNcclErrorDetailStr(state, failureReason); \
TORCH_CHECK_WITH(DistBackendError, false, err); \
} \
} while (0)
// Macro to print and abort on a non-successful NCCL return value.
#define C10D_NCCL_ASSERT(cmd) \
do { \
ncclResult_t result = cmd; \
if (result != ncclSuccess) { \
std::string err = ncclGetErrorWithVersion(result); \
fprintf( \
stderr, \
"NCCL error in: %s:%d, %s\n", \
__FILE__, \
__LINE__, \
err.c_str()); \
abort(); \
} \
} while (0)
namespace c10d {
TORCH_API size_t hashTensors(const std::vector<at::Tensor>& tensors);
TORCH_API std::string getNcclVersion();
TORCH_API std::string ncclGetErrorWithVersion(ncclResult_t error);
int nccl_nonblocking_timeout();
// Provides additional detail into NCCL error codes based on when these are
// thrown in the NCCL codebase.
TORCH_API std::string getNcclErrorDetailStr(
ncclResult_t error,
std::optional<std::string> processGroupFailureReason = std::nullopt);
// RAII wrapper for NCCL communicator
class NCCLComm {
using MutexType = std::recursive_mutex;
using LockType = std::unique_lock<MutexType>;
public:
explicit NCCLComm(ncclComm_t ncclComm) : ncclComm_(ncclComm) {}
NCCLComm() = default;
~NCCLComm() noexcept {
// (kwen2501) Making CUDA/NCCL calls in this destructor can hit CUDA driver
// shutdown error if CUDA context has exited first. Thus, we are not
// destroying or aborting NCCL communicators here. We just detect and warn
// about the risk of memory leak. Normally, a user would have called
// `destroy_process_group` or `abort_process_group`, and such risk would be
// avoided.
LockType lock(mutex_);
if (ncclComm_ && initialized_ && !aborted_) {
TORCH_WARN_ONCE(
"WARNING: NCCL communicator hasn't been destroyed. This may cause "
"memory leaks. To avoid the risk, you can call `destroy_process_group` "
"during normal exit or `_abort_process_group` when handling failures.")
}
}
static std::shared_ptr<NCCLComm> create(
int numRanks,
int rank,
ncclUniqueId commId,
at::DeviceIndex deviceIndex) {
at::cuda::OptionalCUDAGuard gpuGuard(deviceIndex);
auto comm = std::make_shared<NCCLComm>();
C10D_NCCL_CHECK(
ncclCommInitRank(&(comm->ncclComm_), numRanks, commId, rank),
std::nullopt);
comm->ncclId_ = commId;
comm->rank_ = rank;
comm->deviceIndex_ = deviceIndex;
comm->initialized_ = true;
// Old style comm is always blocking.
comm->nonBlocking_ = false;
return comm;
}
#ifdef NCCL_HAS_COMM_NONBLOCKING
static std::shared_ptr<NCCLComm> create(
int numRanks,
int rank,
ncclUniqueId commId,
at::DeviceIndex deviceIndex,
ncclConfig_t& config) {
at::cuda::OptionalCUDAGuard gpuGuard(deviceIndex);
auto comm = std::make_shared<NCCLComm>();
comm->nonBlocking_ = config.blocking == 0;
LOG(INFO) << "Rank " << rank << ": creating NCCL communicator with mode: "
<< (comm->nonBlocking_ ? "nonblocking" : "blocking");
C10D_NCCL_CHECK_NONBLOCKING(
ncclCommInitRankConfig(
&(comm->ncclComm_), numRanks, commId, rank, &config),
std::nullopt);
comm->ncclId_ = commId;
comm->rank_ = rank;
comm->deviceIndex_ = deviceIndex;
// Under blocking mode, comm is initialized immediately after NCCL init
// returns; Under nonblocking mode, we check whether comm is initialized the
// *next* time ncclComm_ is accessed.
comm->initialized_ = !comm->nonBlocking_;
return comm;
}
static std::shared_ptr<NCCLComm> split(
NCCLComm* source,
int color_id,
int rank,
ncclConfig_t& config,
std::vector<uint64_t>& ranks_ull);
#endif
#if defined(IS_NCCLX) && defined(NCCL_COMM_DUMP)
std::unordered_map<std::string, std::string> ncclCommDump() {
std::unordered_map<std::string, std::string> dump;
if (isAborted()) {
LOG(INFO) << "Communicator was aborted before trying to dump its state.";
return dump;
}
C10D_NCCL_CHECK(::ncclCommDump(ncclComm_, dump), std::nullopt);
return dump;
}
#endif
ncclUniqueId getNcclId() {
return ncclId_;
}
// Must not be copyable
NCCLComm(const NCCLComm&) = delete;
NCCLComm& operator=(const NCCLComm&) = delete;
// Do not support move assignment as there is no valid use case
NCCLComm& operator=(NCCLComm&& other) = delete;
// Move constructable
// NOLINTNEXTLINE(*-noexcept-move-*)
NCCLComm(NCCLComm&& other) {
// Using other's lock, as it reads other's states
// Can not use this.mutex_, as this object is being constructed.
LockType lock(other.mutex_);
std::swap(ncclComm_, other.ncclComm_);
std::swap(aborted_, other.aborted_);
std::swap(ncclAsyncErr_, other.ncclAsyncErr_);
std::swap(initialized_, other.initialized_);
std::swap(nonBlocking_, other.nonBlocking_);
std::swap(deviceIndex_, other.deviceIndex_);
}
ncclComm_t getNcclComm();
// Wait for the communicator to be ready. This is a blocking function.
// Useful in nonblocking mode: NCCL requires the communicator to be ready
// before issuing a second command.
// Arguments:
// longInterval: if true, wait with sleep of an interval; otherwise, wait
// with `sched_yield` which is faster (but acquires CPU more frequently).
// Use `longInterval=true` when waiting for initialization or finalize to
// complete. Use `longInterval=false` when waiting collective call to return
// ncclSuccess.
void waitReady(bool longInterval);
std::optional<std::string> getNcclCommFailureReason() const {
LockType lock(mutex_);
return commFailureReason_;
}
void abort(std::optional<std::string> commFailureReason = std::nullopt) {
LockType lock(mutex_);
at::cuda::OptionalCUDAGuard gpuGuard(deviceIndex_);
#ifdef ENABLE_NCCL_ERROR_CHECKING
if (aborted_ && !initialized_) {
// Should not abort twice.
return;
}
#ifdef NCCL_HAS_COMM_REGISTER
// Deregister all registered segments before aborting.
for (auto& it : registeredSegmentHandles_) {
void* handle = it.second;
C10D_NCCL_CHECK(
::ncclCommDeregister(ncclComm_, handle),
c10::str(
"Failed to deregister segment handle ",
handle,
" on ncclComm_ ",
ncclComm_));
}
registeredSegmentHandles_.clear();
#endif
// Set true failure reason if provided by ProcessGroupNCCL (e.g. work
// timeout)
commFailureReason_ = commFailureReason;
LOG(INFO) << "Aborting ncclComm_ " << ncclComm_ << " with reason: "
<< (commFailureReason ? *commFailureReason
: "No abort reason provided.");
#ifndef NCCL_HAS_COMM_NONBLOCKING
C10D_NCCL_CHECK(::ncclCommAbort(ncclComm_), commFailureReason_);
#else
C10D_NCCL_CHECK_TIMEOUT(
::ncclCommAbort(ncclComm_), ncclComm_, commFailureReason_);
#endif
aborted_ = true;
ncclComm_ = nullptr;
// Set an appropriate error so that we avoid using the communicator.
if (ncclAsyncErr_ == ncclSuccess) {
ncclAsyncErr_ = ncclSystemError;
}
#else
// This is a NOOP, if error checks are disabled.
return;
#endif
}
// Finalize a communicator -- asking it to flush its operations. When the
// communicator is marked as nonblocking, this is a nonblocking function;
// otherwise, it will block till all operations complete.
void finalize();
// Destroy a communicator. This is a blocking function.
void destroy();
bool isInitialized() const {
LockType lock(mutex_);
return initialized_;
}
bool isAborted() const {
LockType lock(mutex_);
return aborted_;
}
uint64_t getCommSplitCounter() const {
return ncclCommSplitCounter_;
}
ncclResult_t checkForNcclError() {
LockType lock(mutex_);
#ifdef ENABLE_NCCL_ERROR_CHECKING
if (ncclAsyncErr_ != ncclSuccess) {
return ncclAsyncErr_;
}
C10D_NCCL_CHECK(
ncclCommGetAsyncError(ncclComm_, &ncclAsyncErr_), commFailureReason_);
return ncclAsyncErr_;
#else
// Always return success, if error checks are disabled.
return ncclSuccess;
#endif
}
ncclResult_t registerSegment(void* ptr, size_t size) {
LockType lock(mutex_);
#ifdef NCCL_HAS_COMM_REGISTER
// We register only segments from cache allocator
// which are guaranteed to be with disjoint addr ranges. Thus, a ptr always
// maps to a unique handle and should not be registered before the current
// ptr is deregistered and freed.
TORCH_CHECK(
registeredSegmentHandles_.count(ptr) == 0,
"Segment with ptr ",
ptr,
" has already been registered on ncclComm_ ",
ncclComm_);
void* handle = nullptr;
// Use getNcclComm to make sure comm is ready before calling nccl APIs
auto comm = getNcclComm();
C10D_NCCL_CHECK(
ncclCommRegister(comm, ptr, size, &handle),
c10::str(
"Failed to register segment with ptr ",
ptr,
", size ",
size,
" on ncclComm_ ",
comm));
registeredSegmentHandles_[ptr] = handle;
return ncclSuccess;
#else
return ncclInvalidUsage;
#endif
}
ncclResult_t deregisterSegment(void* ptr) {
LockType lock(mutex_);
#ifdef NCCL_HAS_COMM_REGISTER
TORCH_CHECK(
registeredSegmentHandles_.count(ptr) == 1,
"Segment with ptr ",
ptr,
" is not registered on ncclComm_ ",
ncclComm_);
void* handle = registeredSegmentHandles_[ptr];
// Use getNcclComm to make sure comm is ready before calling nccl APIs
auto comm = getNcclComm();
C10D_NCCL_CHECK(
ncclCommDeregister(comm, handle),
c10::str(
"Failed to deregister segment handle ",
handle,
", with ptr ",
ptr,
" on ncclComm_ ",
comm));
registeredSegmentHandles_.erase(ptr);
return ncclSuccess;
#else
return ncclInvalidUsage;
#endif
}
std::string repr() const {
return c10::str((void*)ncclComm_);
}
friend class ProcessGroupNCCL;
protected:
// Unique nccl_id for this communicator.
ncclUniqueId ncclId_{};
bool aborted_{false};
uint64_t ncclCommSplitCounter_{0};
ncclResult_t ncclAsyncErr_{ncclSuccess};
mutable MutexType mutex_;
// Rank that this communicator corresponds to.
int rank_{};
// Optional reason for communicator failure, provided by ProcessGroupNCCL for
// better error messaging.
std::optional<std::string> commFailureReason_{};
bool initialized_{false};
// Whether this communicator is using nonblocking mode. Recorded during comm
// creation or split. For safety, we give a default value of true (more
// protection).
bool nonBlocking_{true};
// Device index for which the NCCL comm is created
at::DeviceIndex deviceIndex_{-1};
#ifdef NCCL_HAS_COMM_REGISTER
// Stores handlers for tensors registered by NCCL
std::unordered_map<void*, void*> registeredSegmentHandles_;
#endif
private:
ncclComm_t ncclComm_{nullptr};
};
// Helper that automatically cleans up premul sums.
struct ncclRedOpRAII {
ncclRedOpRAII() = default;
ncclRedOpRAII(ncclRedOp_t op) : op_(op) {}
ncclRedOpRAII(ncclRedOp_t op, ncclComm_t comm)
: op_(op), comm_(comm), premul_sum_(true) {}
ncclRedOpRAII(const ncclRedOpRAII&) = delete;
ncclRedOpRAII& operator=(const ncclRedOpRAII&) = delete;
ncclRedOpRAII(ncclRedOpRAII&& tmp) noexcept : ncclRedOpRAII() {
std::swap(tmp.op_, this->op_);
std::swap(tmp.comm_, this->comm_);
std::swap(tmp.premul_sum_, this->premul_sum_);
}
#if defined(ENABLE_NCCL_PREMUL_SUM_SUPPORT)
~ncclRedOpRAII() {
if (premul_sum_) {
ncclRedOpDestroy(op_, comm_);
}
}
#endif
operator ncclRedOp_t() const {
return op_;
}
ncclRedOp_t op_{};
ncclComm_t comm_{};
bool premul_sum_ = false;
};
} // namespace c10d
#endif // USE_C10D_NCCL
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