icefall/icefall/dist.py

67 lines
1.8 KiB
Python

# Copyright 2021 Xiaomi Corp. (authors: Fangjun Kuang)
#
# See ../../LICENSE for clarification regarding multiple authors
#
# 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 os
import torch
from torch import distributed as dist
def setup_dist(rank, world_size, master_port=None, use_ddp_launch=False):
"""
rank and world_size are used only if use_ddp_launch is False.
"""
if "MASTER_ADDR" not in os.environ:
os.environ["MASTER_ADDR"] = "localhost"
if "MASTER_PORT" not in os.environ:
os.environ["MASTER_PORT"] = (
"12354" if master_port is None else str(master_port)
)
if use_ddp_launch is False:
dist.init_process_group("nccl", rank=rank, world_size=world_size)
torch.cuda.set_device(rank)
else:
dist.init_process_group("nccl")
def cleanup_dist():
dist.destroy_process_group()
def get_world_size():
if "WORLD_SIZE" in os.environ:
return int(os.environ["WORLD_SIZE"])
if dist.is_available() and dist.is_initialized():
return dist.get_world_size()
else:
return 1
def get_rank():
if "RANK" in os.environ:
return int(os.environ["RANK"])
elif dist.is_available() and dist.is_initialized():
return dist.rank()
else:
return 1
def get_local_rank():
return int(os.environ.get("LOCAL_RANK", 0))