1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
|
#pragma once
#include <torch/csrc/distributed/rpc/rref_impl.h>
#include <torch/csrc/python_headers.h>
#include <torch/csrc/utils/pybind.h>
namespace torch {
namespace distributed {
namespace rpc {
enum RRefProxyType { RPC_SYNC, RPC_ASYNC, REMOTE };
// Python wrapper of an RRef shared_ptr that supports Python
// pickle and unpickle.
class PYBIND11_EXPORT PyRRef {
public:
// The first ctor can only be called while holding GIL. See its implementation
// for more explanations.
explicit PyRRef(const py::object& value, const py::object& type_hint);
explicit PyRRef(c10::intrusive_ptr<RRef> rref);
~PyRRef();
bool isOwner() const;
bool confirmedByOwner() const;
WorkerInfo owner() const;
std::string ownerName() const;
py::object toHere(
const float timeoutSeconds =
torch::distributed::rpc::kUnsetRpcTimeout) const;
py::object localValue() const;
std::string str() const;
py::tuple pickle() const;
static PyRRef unpickle(const py::tuple& t);
c10::IValue toIValue() const;
// Future that is associated with the creation of this RRef on the remote end.
// This is only used to get the future corresponding to the rref for profiling
// use cases.
c10::intrusive_ptr<JitFuture> getFuture() const;
// Keeps track of the future responsible for profiling owner creation
// acknowledgement
c10::intrusive_ptr<JitFuture> getProfilingFuture() const;
// Sets the future responsible for profiling owner creation acknowledgement.
// This future is set from python to be a future that returns when profiling
// callbacks have been run.
void setProfilingFuture(c10::intrusive_ptr<JitFuture> profilingFuture);
// create a proxy on this RRef, which can be used to launch RPC on the owner
// of this RRef to run functions on the object referenced by this RRef.
py::object createRRefProxy(
const RRefProxyType& mode,
float timeoutSeconds = rpc::kUnsetRpcTimeout) const;
// get the type of the data object referenced by this RRef. Timeout argument
// is only used in the first invocation of this function as an argument to the
// RPC to the owner node of the RRef.
py::object getRRefType(
float timeout = rpc::kUnsetRpcTimeout,
bool blocking = true);
// Run the backward pass with the RRef as the root.
void backward(int64_t autogradContextId, bool retainGraph);
// Helper static function to run backward on a given rref.
static void backward(
int64_t autogradContextId,
bool retainGraph,
const c10::intrusive_ptr<RRef>& rref);
// Specialization of backward if the rref is an OwnerRRef.
static void backwardOwnerRRef(
int64_t autogradContextId,
bool retainGraph,
IValue value);
private:
c10::intrusive_ptr<RRef> rref_;
c10::optional<c10::intrusive_ptr<JitFuture>> profilingFuture_;
c10::optional<py::object> type_;
};
} // namespace rpc
} // namespace distributed
} // namespace torch
|
