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ProcessGroup.cpp
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#include <ATen/ThreadLocalState.h>
#include <torch/csrc/distributed/c10d/ProcessGroup.hpp>
#include <c10/util/Logging.h>
#include <fmt/format.h>
#include <torch/csrc/distributed/c10d/PrefixStore.hpp>
#include <torch/csrc/distributed/c10d/ProcessGroupGloo.hpp>
#include <torch/csrc/distributed/c10d/ProcessGroupMPI.hpp>
#include <torch/csrc/distributed/c10d/ProcessGroupNCCL.hpp>
#include <torch/csrc/distributed/c10d/ProcessGroupUCC.hpp>
#include <torch/csrc/distributed/c10d/ProcessGroupWrapper.hpp>
namespace c10d {
static ProcessGroup::BackendType strToBackendType(std::string backend) {
if (backend == "undefined") {
return ProcessGroup::BackendType::UNDEFINED;
} else if (backend == "gloo") {
return ProcessGroup::BackendType::GLOO;
} else if (backend == "nccl") {
return ProcessGroup::BackendType::NCCL;
} else if (backend == "ucc") {
return ProcessGroup::BackendType::UCC;
} else if (backend == "mpi") {
return ProcessGroup::BackendType::MPI;
} else {
return ProcessGroup::BackendType::CUSTOM;
}
}
static std::string backendTypeToStr(ProcessGroup::BackendType backendType) {
switch (backendType) {
case ProcessGroup::BackendType::UNDEFINED:
return "undefined";
case ProcessGroup::BackendType::GLOO:
return "gloo";
case ProcessGroup::BackendType::NCCL:
return "nccl";
case ProcessGroup::BackendType::UCC:
return "ucc";
case ProcessGroup::BackendType::MPI:
return "mpi";
case ProcessGroup::BackendType::CUSTOM:
return "custom";
default:
TORCH_INTERNAL_ASSERT(false, "Unknown backend type");
}
}
std::string opTypeToString(OpType opType) {
switch (opType) {
case OpType::BROADCAST:
return "BROADCAST";
case OpType::ALLREDUCE:
return "ALLREDUCE";
case OpType::ALLREDUCE_COALESCED:
return "ALLREDUCE_COALESCED";
case OpType::REDUCE:
return "REDUCE";
case OpType::ALLGATHER:
return "ALLGATHER";
case OpType::_ALLGATHER_BASE:
return "_ALLGATHER_BASE";
case OpType::ALLGATHER_COALESCED:
return "ALLGATHER_COALESCED";
case OpType::GATHER:
return "GATHER";
case OpType::SCATTER:
return "SCATTER";
case OpType::REDUCE_SCATTER:
return "REDUCE_SCATTER";
case OpType::ALLTOALL_BASE:
return "ALLTOALL_BASE";
case OpType::ALLTOALL:
return "ALLTOALL";
case OpType::SEND:
return "SEND";
case OpType::RECV:
return "RECV";
case OpType::RECVANYSOURCE:
return "RECVANYSOURCE";
case OpType::BARRIER:
return "BARRIER";
case OpType::UNKNOWN:
return "UNKNOWN";
case OpType::_REDUCE_SCATTER_BASE:
return "_REDUCE_SCATTER_BASE";
default:
TORCH_INTERNAL_ASSERT(false, "Unknown op type!");
}
return "UNKNOWN";
}
bool isP2POp(OpType opType, bool batchP2P /*= false*/) {
if (batchP2P)
return false;
return opType == OpType::SEND || opType == OpType::RECV ||
opType == OpType::RECVANYSOURCE;
}
c10::intrusive_ptr<Backend> ProcessGroup::getBackend(
c10::DeviceType deviceType) {
// If there is a backend associated with this device type then return it
if (deviceTypeToBackend_.find(deviceType) != deviceTypeToBackend_.end()) {
return deviceTypeToBackend_.at(deviceType);
}
// Get the backend type associated with the device
ProcessGroup::BackendType backendType;
try {
backendType = deviceTypeToBackendType_.at(deviceType);
} catch (const std::out_of_range& e) {
TORCH_CHECK(
false, "No backend type associated with device type ", deviceType);
}
// Check if the backend has already been initialized
if (backendTypeToBackend_.find(backendType) != backendTypeToBackend_.end()) {
auto backend = backendTypeToBackend_.at(backendType);
deviceTypeToBackend_[deviceType] = backend;
return backend;
}
TORCH_CHECK(
false,
"Could not retrieve or create the backend ",
backendType,
" for device type ",
deviceType);
}
ProcessGroup::ProcessGroup(
const c10::intrusive_ptr<::c10d::Store>& store,
int rank,
int size,
c10::intrusive_ptr<Options> options)
: store_(store),
rank_(rank),
size_(size),
options_(options),
backendType_(strToBackendType(options->backend)),
dist_debug_level_(debug_level()) {
C10_LOG_API_USAGE_ONCE("c10d.process_group");
}
ProcessGroup::ProcessGroup(int rank, int size)
: rank_(rank), size_(size), backendType_(BackendType::UNDEFINED) {}
ProcessGroup::~ProcessGroup() = default;
void ProcessGroup::init() {
C10_LOG_API_USAGE_ONCE(
fmt::format("c10d.process_group_{}", getBackendName()));
}
const std::string& ProcessGroup::getGroupName() const {
TORCH_CHECK(deviceTypeToBackend_.size(), "ProcessGroup name not set");
return deviceTypeToBackend_.begin()->second->getGroupName();
}
void ProcessGroup::setGroupName(const std::string& name) {
for (auto& kv : deviceTypeToBackend_) {
kv.second->setGroupName(name);
}
}
void ProcessGroup::enableCollectivesTiming() {
for (auto& kv : deviceTypeToBackend_) {
kv.second->enableCollectivesTiming();
}
}
} // namespace c10d