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init
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# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
import os
import re
import sys
import logging
import subprocess
from typing import Optional, Dict
from simuleval import options
from simuleval.utils.arguments import cli_argument_list
from simuleval.utils.agent import get_agent_class
logger = logging.getLogger("simuleval.slurm")
def mkdir_output_dir(path: str) -> bool:
try:
os.makedirs(path, exist_ok=True)
return True
except BaseException as be:
logger.error(f"Failed to write results to {path}.")
logger.error(be)
logger.error("Skip writing predictions.")
return False
def submit_slurm_job(config_dict: Optional[Dict] = None) -> None:
if config_dict is not None and "slurm" in config_dict:
raise RuntimeError("--slurm is only available as a CLI argument")
parser = options.general_parser()
cli_arguments = cli_argument_list(config_dict)
options.add_evaluator_args(parser)
options.add_scorer_args(parser, cli_arguments)
options.add_slurm_args(parser)
options.add_dataloader_args(parser, cli_arguments)
system_class = get_agent_class(config_dict)
system_class.add_args(parser)
args = parser.parse_args(cli_argument_list(config_dict))
args.output = os.path.abspath(args.output)
assert mkdir_output_dir(args.output)
if args.agent is None:
args.agent = sys.argv[0]
os.system(f"cp {args.agent} {args.output}/agent.py")
_args = [sys.argv[0]]
for arg in sys.argv[1:]:
if str(arg).isdigit() or str(arg).startswith("--"):
_args.append(arg)
else:
_args.append(f'"{arg}"')
command = " ".join(_args).strip()
command = re.sub(r"(--slurm\S*(\s+[^-]\S+)*)", "", command).strip()
if subprocess.check_output(["which", "simuleval"]).decode().strip() in command:
command = re.sub(
r"--agent\s+\S+", f"--agent {args.output}/agent.py", command
).strip()
else:
# Attention: not fully tested!
command = re.sub(
r"[^\"'\s]+\.py", f"{os.path.abspath(args.output)}/agent.py", command
).strip()
if "--output" in command:
command = re.sub(r"--output\s+\S+", f"--output {args.output}", command).strip()
else:
command += f" --output {args.output}"
command = command.replace("--", "\\\n\t--")
script = f"""#!/bin/bash
#SBATCH --time={args.slurm_time}
#SBATCH --partition={args.slurm_partition}
#SBATCH --nodes=1
#SBATCH --gpus-per-node=1
#SBATCH --ntasks-per-node=8
#SBATCH --output="{args.output}/slurm-%j.log"
#SBATCH --job-name="{args.slurm_job_name}"
cd {os.path.abspath(args.output)}
GPU_ID=$SLURM_LOCALID
# Change to local a gpu id for debugging, e.g.
# GPU_ID=0
CUDA_VISIBLE_DEVICES=$GPU_ID {command}
"""
script_file = os.path.join(args.output, "script.sh")
with open(script_file, "w") as f:
f.writelines(script)
process = subprocess.Popen(
["sbatch", script_file],
stderr=subprocess.PIPE,
stdout=subprocess.PIPE,
)
stdout, stderr = process.communicate()
logger.info("Using slurm.")
logger.info(f"sbatch stdout: {stdout.decode('utf-8').strip()}")
stderr = stderr.decode("utf-8").strip()
if len(stderr) > 0:
logger.info(f"sbatch stderr: {stderr.decode('utf-8').strip()}")