lightning/pytorch_lightning/plugins/environments/bagua_environment.py

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# Copyright The PyTorch Lightning 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
# 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 logging
import os
from pytorch_lightning.plugins.environments.cluster_environment import ClusterEnvironment
log = logging.getLogger(__name__)
class BaguaEnvironment(ClusterEnvironment):
"""Environment for distributed training with `Bagua <https://tutorials.baguasys.com/>`_"""
@property
def creates_processes_externally(self) -> bool:
return True
@property
def main_address(self) -> str:
return os.environ.get("MASTER_ADDR", "127.0.0.1")
@property
def main_port(self) -> int:
return int(os.environ.get("MASTER_PORT", -1))
@property
def service_port(self) -> int:
return int(os.environ.get("BAGUA_SERVICE_PORT", -1))
@staticmethod
def detect() -> bool:
return "BAGUA_SERVICE_PORT" in os.environ
def world_size(self) -> int:
return int(os.environ["WORLD_SIZE"])
def set_world_size(self, size: int) -> None:
log.debug("`BaguaEnvironment.set_world_size` was called, but setting world size is not allowed. Ignored.")
def global_rank(self) -> int:
return int(os.environ["RANK"])
def set_global_rank(self, rank: int) -> None:
log.debug("`BaguaEnvironment.set_global_rank` was called, but setting global rank is not allowed. Ignored.")
def local_rank(self) -> int:
return int(os.environ.get("LOCAL_RANK", 0))
def node_rank(self) -> int:
return int(os.environ.get("NODE_RANK", 0))