Source code for nemo_rl.utils.nvml

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import contextlib
import os

import pynvml


[docs] @contextlib.contextmanager def nvml_context(): """Context manager for NVML initialization and shutdown. Raises: RuntimeError: If NVML initialization fails """ try: pynvml.nvmlInit() yield except pynvml.NVMLError as e: raise RuntimeError(f"Failed to initialize NVML: {e}") finally: try: pynvml.nvmlShutdown() except: pass
[docs] def device_id_to_physical_device_id(device_id: int) -> int: """Convert a logical device ID to a physical device ID considering CUDA_VISIBLE_DEVICES.""" if "CUDA_VISIBLE_DEVICES" in os.environ: device_ids = os.environ["CUDA_VISIBLE_DEVICES"].split(",") try: physical_device_id = int(device_ids[device_id]) return physical_device_id except ValueError: raise RuntimeError( f"Failed to convert logical device ID {device_id} to physical device ID. Available devices are: {device_ids}." ) else: return device_id
[docs] def get_device_uuid(device_idx: int) -> str: """Get the UUID of a CUDA device using NVML.""" # Convert logical device index to physical device index global_device_idx = device_id_to_physical_device_id(device_idx) # Get the device handle and UUID with nvml_context(): try: handle = pynvml.nvmlDeviceGetHandleByIndex(global_device_idx) return pynvml.nvmlDeviceGetUUID(handle) except pynvml.NVMLError as e: raise RuntimeError( f"Failed to get device UUID for device {device_idx} (global index: {global_device_idx}): {e}" )