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| 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") |
|
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|
|
| 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: |
| |
| 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()}") |
|
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