Source code for nemo_rl.utils.nsys

# Copyright (c) 2025, NVIDIA CORPORATION.  All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import atexit
import os
from typing import Protocol

import rich

NRL_NSYS_WORKER_PATTERNS = os.environ.get("NRL_NSYS_WORKER_PATTERNS", "")
NRL_NSYS_PROFILE_STEP_RANGE = os.environ.get("NRL_NSYS_PROFILE_STEP_RANGE", "")


[docs] class ProfilablePolicy(Protocol):
[docs] def start_gpu_profiling(self) -> None: ...
[docs] def stop_gpu_profiling(self) -> None: ...
[docs] def maybe_gpu_profile_step(policy: ProfilablePolicy, step: int): assert not (bool(NRL_NSYS_WORKER_PATTERNS) ^ bool(NRL_NSYS_PROFILE_STEP_RANGE)), ( "Either both NRL_NSYS_WORKER_PATTERNS and NRL_NSYS_PROFILE_STEP_RANGE must be set, or neither. See https://github.com/NVIDIA/NeMo-RL/tree/main/docs/nsys-profiling.md for more details." ) if not NRL_NSYS_WORKER_PATTERNS: return NSYS_START_STEP, NSYS_STOP_STEP = NRL_NSYS_PROFILE_STEP_RANGE.split(":") try: NSYS_START_STEP = int(NSYS_START_STEP) NSYS_STOP_STEP = int(NSYS_STOP_STEP) except ValueError as e: raise ValueError( f"Error parsing NRL_NSYS_PROFILE_STEP_RANGE: {str(e)}. " "Please ensure the format is 'start:stop' where both values are integers. " "See https://github.com/NVIDIA/NeMo-RL/tree/main/docs/nsys-profiling.md for more details." ) from e assert NSYS_START_STEP < NSYS_STOP_STEP, ( f"{NRL_NSYS_PROFILE_STEP_RANGE=} must be a non-empty range" ) assert NSYS_START_STEP >= 1, ( f"The start step in {NRL_NSYS_PROFILE_STEP_RANGE=} must be >= 1" ) # Use slice syntax of left inclusive and right exclusive if NSYS_START_STEP <= step < NSYS_STOP_STEP: if not getattr(policy, "__NRL_PROFILE_STARTED", False): rich.print( f"[bold red]Starting GPU profiling for {policy} for step {step}[/bold red]" ) policy.start_gpu_profiling() policy.__NRL_PROFILE_STARTED = True def stop_profiler_on_exit(): rich.print( f"[bold red]Stopping GPU profiling on exit for {policy} for step {step}[/bold red]" ) policy.stop_gpu_profiling() atexit.register(stop_profiler_on_exit) else: if getattr(policy, "__NRL_PROFILE_STARTED", False): rich.print( f"[bold red]Stopping GPU profiling for {policy} for step {step}[/bold red]" ) policy.stop_gpu_profiling() policy.__NRL_PROFILE_STARTED = False