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#pragma once
#include <condition_variable>
#include <memory>
#include <mutex>
#include <stdexcept>
#include <unordered_map>
#include <vector>
#include <ATen/ATen.h>
#include <c10/macros/Macros.h>
#include <torch/csrc/distributed/c10d/Types.hpp>
#include <torch/csrc/distributed/c10d/Utils.hpp>
#include <torch/csrc/distributed/c10d/Work.hpp>
#include <torch/csrc/distributed/c10d/debug.h>
#include <torch/csrc/distributed/c10d/sequence_num.hpp>
// *************************************************************************
// PROCESS GROUP collective communication API IS BEING CHANGED BETWEEN
// versions 1.7 and 1.8.
// PLEASE DO NOT ADD ANY DEPENDENCIES.
// SEE RFC: https://github.com/pytorch/pytorch/issues/39662
// *************************************************************************
constexpr auto kProcessGroupDefaultTimeout =
std::chrono::milliseconds(30 * 60 * 1000);
namespace c10d {
// ProcessGroup is a base class that captures collective and point to
// point communication in a fixed set of processes.
//
// The functions specified in the class below describe the API alone;
// implementations are provided in subclasses.
//
// Every function that performs I/O is executed asynchronously by a
// thread pool owned by the ProcessGroup (by default). They return an
// object that can be used to wait for completion or error.
//
// The ProcessGroup can instantiate subgroups with fewer or an equal
// number of members. Implementations must take care that multiple
// process groups can be used in parallel and synchronize accordingly.
//
// The ProcessGroup assumes a fixed set of processes. If the set
// changes, existing instances must be destructed and instantiation
// and initialization must start from scratch. For members of the
// process group to find each other (referred to as rendezvous from
// hereon)
//
class TORCH_API ProcessGroup : public torch::CustomClassHolder {
public:
// ProcessGroup Options is a base struct that defines the basic options
// when constructing a ProcessGroup. Each ProcessGroup subclass should
// extend this struct and define its options if it wants to provide more
// config options (beyond basic ones defined here) to end user.
struct TORCH_API Options : torch::CustomClassHolder {
explicit Options(
std::string backend,
std::chrono::milliseconds timeout = kProcessGroupDefaultTimeout)
: timeout(timeout), backend(backend) {}
virtual ~Options() = default;
std::chrono::milliseconds timeout;
// backend name
const std::string backend;
};
explicit ProcessGroup(int rank, int size);
virtual ~ProcessGroup();
int getRank() const {
return rank_;
}
int getSize() const {
return size_;
}
// Subclasses must override this method to return the backend name
virtual const std::string getBackendName() const {
TORCH_INTERNAL_ASSERT(false, "getBackendName is not implemented.");
};
virtual void startCoalescing() {
// no-op for backends that have not implemented startCoalescing
}
virtual void endCoalescing(
std::vector<c10::intrusive_ptr<Work>>& /* reqs */) {
// no-op for backends that have not implemented endCoalescing
}
// Consider using ops in Ops.hpp instead of the below, which route things
// to the dispatcher.
// TODO: Find a way to force the above rule programmatically.
virtual c10::intrusive_ptr<Work> broadcast(
std::vector<at::Tensor>& /* tensors */,
const BroadcastOptions& /* opts */ = BroadcastOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support broadcast"));
}
virtual c10::intrusive_ptr<Work> allreduce(
std::vector<at::Tensor>& /* tensors */,
const AllreduceOptions& /* opts */ = AllreduceOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support allreduce"));
}
virtual c10::intrusive_ptr<Work> allreduce_coalesced(
std::vector<at::Tensor>& /* tensors */,
const AllreduceCoalescedOptions& /* opts */ =
AllreduceCoalescedOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support allreduce_coalesced"));
}
virtual c10::intrusive_ptr<Work> reduce(
std::vector<at::Tensor>& /* tensors */,
const ReduceOptions& /* opts */ = ReduceOptions()) {
TORCH_CHECK(
false,
c10::str("ProcessGroup ", getBackendName(), "does not support reduce"));
}
virtual c10::intrusive_ptr<Work> allgather(
std::vector<std::vector<at::Tensor>>& /* outputTensors */,
std::vector<at::Tensor>& /* inputTensors */,
const AllgatherOptions& /* opts */ = AllgatherOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support allgather"));
}
// Gathers a single tensor inputBuffer into a single buffer outputBuffer that
// is interpreted as a contigious collection of size inputBuffer * WORLD_SIZE.
// For implementers of ProcessGroup API and advanced users only.
// Note: this function will be deprecated in near future.
virtual c10::intrusive_ptr<Work> _allgather_base(
at::Tensor& /* outputBuffer */,
at::Tensor& /* inputBuffer */,
const AllgatherOptions& /* opts */ = AllgatherOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support _allgather_base"));
}
// This function is deprecated and will be moved out of ProcessGroup to comms:
// * do not add dependencies on this function,
// * do not implement it in your ProcessGroup, implement _allgather_base
// instead.
virtual c10::intrusive_ptr<Work> allgather_coalesced(
std::vector<std::vector<at::Tensor>>& /* outputTensorLists */,
std::vector<at::Tensor>& /* inputTensors */,
const AllgatherOptions& /* opts */ = AllgatherOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support allgather_coalesced"));
}
virtual c10::intrusive_ptr<Work> gather(
std::vector<std::vector<at::Tensor>>& /* outputTensors */,
std::vector<at::Tensor>& /* inputTensors */,
const GatherOptions& /* opts */ = GatherOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support gather"));
}
virtual c10::intrusive_ptr<Work> scatter(
std::vector<at::Tensor>& /* outputTensors */,
std::vector<std::vector<at::Tensor>>& /* inputTensors */,
const ScatterOptions& /* opts */ = ScatterOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support scatter"));
}
virtual c10::intrusive_ptr<Work> reduce_scatter(
std::vector<at::Tensor>& /* outputTensors */,
std::vector<std::vector<at::Tensor>>& /* inputTensors */,
const ReduceScatterOptions& /* opts */ = ReduceScatterOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support reduce_scatter"));
}
virtual c10::intrusive_ptr<Work> _reduce_scatter_base(
at::Tensor& /* outputBuffer */,
at::Tensor& /* inputBuffer */,
const ReduceScatterOptions& /* opts */ = ReduceScatterOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support _reduce_scatter_base"));
}
virtual c10::intrusive_ptr<Work> alltoall_base(
at::Tensor& /* outputBuffer */,
at::Tensor& /* inputBuffer */,
std::vector<int64_t>& /* outputSplitSizes */,
std::vector<int64_t>& /* inputSplitSizes */,
const AllToAllOptions& /* opts */ = AllToAllOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support alltoall_base"));
}
virtual c10::intrusive_ptr<Work> alltoall(
std::vector<at::Tensor>& /* outputTensors */,
std::vector<at::Tensor>& /* inputTensors */,
const AllToAllOptions& opts = AllToAllOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support alltoall"));
}
virtual void monitoredBarrier(
const BarrierOptions& /* unused */,
bool /* unused */ = false) {
auto backendName = getBackendName();
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
backendName,
" does not support monitoredBarrier, only GLOO supports monitored barrier."));
}
// Agrees on an initial sequence number for the whole group by having rank 0
// create it and broadcast it to other ranks using the store. Only implemented
// for GLOO and NCCL backends currently.
virtual void setSequenceNumberForGroup() {
auto backendName = getBackendName();
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
backendName,
" does not yet support sequence numbers."));
}
// Retrieves the current sequence number for the whole group, which should be
// in sync. If the returned number is not consistent across the group, it
// may indicate that there is some sort of collective desynchronization.
virtual uint64_t getSequenceNumberForGroup() {
auto backendName = getBackendName();
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
backendName,
" does not yet support sequence numbers."));
}
virtual c10::intrusive_ptr<Work> send(
std::vector<at::Tensor>& /* tensors */,
int /* dstRank */,
int /* tag */) {
TORCH_CHECK(
false,
c10::str("ProcessGroup ", getBackendName(), " does not support send"));
}
virtual c10::intrusive_ptr<Work> recv(
std::vector<at::Tensor>& /* tensors */,
int /* srcRank */,
int /* tag */) {
TORCH_CHECK(
false,
c10::str("ProcessGroup ", getBackendName(), " does not support recv"));
}
virtual c10::intrusive_ptr<Work> recvAnysource(
std::vector<at::Tensor>& /* tensors */,
int /* tag */) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ",
getBackendName(),
" does not support recvAnysource"));
}
virtual c10::intrusive_ptr<Work> barrier(
const BarrierOptions& /* opts */ = BarrierOptions()) {
TORCH_CHECK(
false,
c10::str(
"ProcessGroup ", getBackendName(), " does not support barrier"));
}
protected:
// Implementations of this interface need to call this to setup
// appropriate logging etc.
void init();
const int rank_;
const int size_;
// Optional sequence number structure for matching collectives.
c10::optional<c10d::SequenceNum> sequenceNum_ = c10::nullopt;
// Debug level setting. It is parsed once when ProcessGroup is constructed and
// remains the same across use of this process group.
DebugLevel dist_debug_level_;
};
} // namespace c10d
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