| | r"""This package adds support for NVIDIA Tools Extension (NVTX) used in profiling.""" |
| |
|
| | from contextlib import contextmanager |
| |
|
| | try: |
| | from torch._C import _nvtx |
| | except ImportError: |
| |
|
| | class _NVTXStub: |
| | @staticmethod |
| | def _fail(*args, **kwargs): |
| | raise RuntimeError( |
| | "NVTX functions not installed. Are you sure you have a CUDA build?" |
| | ) |
| |
|
| | rangePushA = _fail |
| | rangePop = _fail |
| | markA = _fail |
| |
|
| | _nvtx = _NVTXStub() |
| |
|
| | __all__ = ["range_push", "range_pop", "range_start", "range_end", "mark", "range"] |
| |
|
| |
|
| | def range_push(msg): |
| | """ |
| | Push a range onto a stack of nested range span. Returns zero-based depth of the range that is started. |
| | |
| | Args: |
| | msg (str): ASCII message to associate with range |
| | """ |
| | return _nvtx.rangePushA(msg) |
| |
|
| |
|
| | def range_pop(): |
| | """Pop a range off of a stack of nested range spans. Returns the zero-based depth of the range that is ended.""" |
| | return _nvtx.rangePop() |
| |
|
| |
|
| | def range_start(msg) -> int: |
| | """ |
| | Mark the start of a range with string message. It returns an unique handle |
| | for this range to pass to the corresponding call to rangeEnd(). |
| | |
| | A key difference between this and range_push/range_pop is that the |
| | range_start/range_end version supports range across threads (start on one |
| | thread and end on another thread). |
| | |
| | Returns: A range handle (uint64_t) that can be passed to range_end(). |
| | |
| | Args: |
| | msg (str): ASCII message to associate with the range. |
| | """ |
| | return _nvtx.rangeStartA(msg) |
| |
|
| |
|
| | def range_end(range_id) -> None: |
| | """ |
| | Mark the end of a range for a given range_id. |
| | |
| | Args: |
| | range_id (int): an unique handle for the start range. |
| | """ |
| | _nvtx.rangeEnd(range_id) |
| |
|
| |
|
| | def mark(msg): |
| | """ |
| | Describe an instantaneous event that occurred at some point. |
| | |
| | Args: |
| | msg (str): ASCII message to associate with the event. |
| | """ |
| | return _nvtx.markA(msg) |
| |
|
| |
|
| | @contextmanager |
| | def range(msg, *args, **kwargs): |
| | """ |
| | Context manager / decorator that pushes an NVTX range at the beginning |
| | of its scope, and pops it at the end. If extra arguments are given, |
| | they are passed as arguments to msg.format(). |
| | |
| | Args: |
| | msg (str): message to associate with the range |
| | """ |
| | range_push(msg.format(*args, **kwargs)) |
| | try: |
| | yield |
| | finally: |
| | range_pop() |
| |
|