Source code for lightning.fabric.plugins.environments.lsf
# Copyright The Lightning AI team.
#
# 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
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# See the License for the specific language governing permissions and
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import logging
import os
from typing_extensions import override
from lightning.fabric.plugins.environments.cluster_environment import ClusterEnvironment
from lightning.fabric.utilities.imports import _raise_enterprise_not_available
log = logging.getLogger(__name__)
[docs]class LSFEnvironment(ClusterEnvironment):
"""An environment for running on clusters managed by the LSF resource manager.
It is expected that any execution using this ClusterEnvironment was executed
using the Job Step Manager i.e. ``jsrun``.
This plugin expects the following environment variables:
``LSB_JOBID``
The LSF assigned job ID
``LSB_DJOB_RANKFILE``
The OpenMPI compatible rank file for the LSF job
``JSM_NAMESPACE_LOCAL_RANK``
The node local rank for the task. This environment variable is set by ``jsrun``
``JSM_NAMESPACE_SIZE``
The world size for the task. This environment variable is set by ``jsrun``
``JSM_NAMESPACE_RANK``
The global rank for the task. This environment variable is set by ``jsrun``
"""
def __init__(self) -> None:
super().__init__()
_raise_enterprise_not_available()
from pytorch_lightning_enterprise.plugins.environments.lsf import (
LSFEnvironment as EnterpriseLSFEnvironment,
)
self.lsf_impl = EnterpriseLSFEnvironment()
@property
@override
def creates_processes_externally(self) -> bool:
"""LSF creates subprocesses, i.e., PyTorch Lightning does not need to spawn them."""
return self.lsf_impl.creates_processes_externally
@property
@override
def main_address(self) -> str:
"""The main address is read from an OpenMPI host rank file in the environment variable
``LSB_DJOB_RANKFILE``."""
return self.lsf_impl.main_address
@property
@override
def main_port(self) -> int:
"""The main port is calculated from the LSF job ID."""
return self.lsf_impl.main_port
[docs] @staticmethod
@override
def detect() -> bool:
"""Returns ``True`` if the current process was launched using the ``jsrun`` command."""
required_env_vars = {"LSB_JOBID", "LSB_DJOB_RANKFILE", "JSM_NAMESPACE_LOCAL_RANK", "JSM_NAMESPACE_SIZE"}
return required_env_vars.issubset(os.environ.keys())
[docs] @override
def world_size(self) -> int:
"""The world size is read from the environment variable ``JSM_NAMESPACE_SIZE``."""
return self.lsf_impl.world_size()
@override
def set_world_size(self, size: int) -> None:
return self.lsf_impl.set_world_size(size)
[docs] @override
def global_rank(self) -> int:
"""The world size is read from the environment variable ``JSM_NAMESPACE_RANK``."""
return self.lsf_impl.global_rank()
@override
def set_global_rank(self, rank: int) -> None:
return self.lsf_impl.set_global_rank(rank)
[docs] @override
def local_rank(self) -> int:
"""The local rank is read from the environment variable `JSM_NAMESPACE_LOCAL_RANK`."""
return self.lsf_impl.local_rank()
[docs] @override
def node_rank(self) -> int:
"""The node rank is determined by the position of the current hostname in the OpenMPI host rank file stored in
``LSB_DJOB_RANKFILE``."""
return self.lsf_impl.node_rank()