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markus583 committed Dec 19, 2023
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4 changes: 3 additions & 1 deletion requirements.txt
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Expand Up @@ -8,4 +8,6 @@ nltk
spacy
ersatz
iso-639
scikit-learn==1.2.2
scikit-learn==1.2.2
numpy==1.23.5
pydantic
2 changes: 1 addition & 1 deletion run.sh
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python3 $HOME/transformers/examples/pytorch/xla_spawn.py --num_cores ${TPU_NUM_DEVICES} wtpsplit/train/train.py $1
python3 ~/wtpsplit/xla_spawn.py --num_cores ${TPU_NUM_DEVICES} wtpsplit/train/train.py $1
83 changes: 83 additions & 0 deletions xla_spawn.py
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# Copyright 2020 The HuggingFace Team. 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.
"""
A simple launcher script for TPU training
Inspired by https://github.com/pytorch/pytorch/blob/master/torch/distributed/launch.py
::
>>> python xla_spawn.py --num_cores=NUM_CORES_YOU_HAVE
YOUR_TRAINING_SCRIPT.py (--arg1 --arg2 --arg3 and all other
arguments of your training script)
"""


import importlib
import sys
from argparse import REMAINDER, ArgumentParser
from pathlib import Path

import torch_xla.distributed.xla_multiprocessing as xmp


def parse_args():
"""
Helper function parsing the command line options
@retval ArgumentParser
"""
parser = ArgumentParser(
description=(
"PyTorch TPU distributed training launch helper utility that will spawn up multiple distributed processes"
)
)

# Optional arguments for the launch helper
parser.add_argument("--num_cores", type=int, default=1, help="Number of TPU cores to use (1 or 8).")

# positional
parser.add_argument(
"training_script",
type=str,
help=(
"The full path to the single TPU training "
"program/script to be launched in parallel, "
"followed by all the arguments for the "
"training script"
),
)

# rest from the training program
parser.add_argument("training_script_args", nargs=REMAINDER)

return parser.parse_args()


def main():
args = parse_args()

# Import training_script as a module.
script_fpath = Path(args.training_script)
sys.path.append(str(script_fpath.parent.resolve()))
mod_name = script_fpath.stem
mod = importlib.import_module(mod_name)

# Patch sys.argv
sys.argv = [args.training_script] + args.training_script_args + ["--tpu_num_cores", str(args.num_cores)]

xmp.spawn(mod._mp_fn, args=(), nprocs=args.num_cores)


if __name__ == "__main__":
main()

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