Source code for bag.concurrent.lsf

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"""This module define utility classes for launching subprocesses via IBM Load Sharing Facility (LSF).
"""

from typing import Optional, Sequence, Dict, Union, Any, List

import asyncio
import subprocess
from pathlib import Path
from concurrent.futures import CancelledError

from .core import SubProcessManager, FlowInfo


[docs]class LSFSubProcessManager(SubProcessManager): """A class that provides methods to run multiple subprocesses in parallel using IBM Load Sharing Facility (LSF). Parameters ---------- queue: str name of LSF queue to use for submitting jobs. options: Optional[List[str]] list of additional command line arguments to pass into the bsub command. max_workers : Optional[int] number of maximum allowed subprocesses. If None, defaults to system CPU count. cancel_timeout : float Number of seconds to wait for a process to terminate once SIGTERM or SIGKILL is issued. Defaults to 10 seconds. """ def __init__(self, queue: str, options: Optional[List[str]] = None, max_workers: int = 0, cancel_timeout: float = 10.0) -> None: self._queue = queue self._options = options or [] super().__init__(max_workers, cancel_timeout)
[docs] async def async_new_subprocess(self, args: Union[str, Sequence[str]], log: str, env: Optional[Dict[str, str]] = None, cwd: Optional[str] = None, run_local: bool = False, **kwargs: Any) -> Optional[int]: """A coroutine which starts a subprocess. If this coroutine is cancelled, it will shut down the subprocess gracefully using SIGTERM/SIGKILL, then raise CancelledError. Parameters ---------- args : Union[str, Sequence[str]] command to run, as string or sequence of strings. log : str the log file name. env : Optional[Dict[str, str]] an optional dictionary of environment variables. None to inherit from parent. cwd : Optional[str] the working directory. None to inherit from parent. run_local : bool True to run locally (not use LSF). False to use LSF. Default is False. Returns ------- retcode : Optional[int] the return code of the subprocess. """ if run_local: return await super().async_new_subprocess(args, log, env, cwd, **kwargs) if isinstance(args, str): args = [args] # get log file name, make directory if necessary log_path = Path(log).resolve() log_path.parent.mkdir(parents=True, exist_ok=True) if cwd is not None: # make sure current working directory exists Path(cwd).mkdir(parents=True, exist_ok=True) main_cmd = " ".join(args) cmd_args = ['bsub', '-K', '-q', self._queue, '-o', str(log_path)] + self._options + [f'"{main_cmd}"'] cmd = " ".join(cmd_args) async with self._semaphore: proc = None with open(log_path, 'w') as logf: logf.write(f'command: {cmd}\n') logf.flush() try: # shell must be used to preserve paths and environment variables on compute host proc = await asyncio.create_subprocess_shell(cmd, stdout=logf, stderr=subprocess.STDOUT, env=env, cwd=cwd) retcode = await proc.wait() return retcode except CancelledError as err: await self._kill_subprocess(proc) raise err
[docs] async def async_new_subprocess_flow(self, proc_info_list: Sequence[FlowInfo], run_local: bool = False, **kwargs: Any) -> Any: """A coroutine which runs a series of subprocesses. If this coroutine is cancelled, it will shut down the current subprocess gracefully using SIGTERM/SIGKILL, then raise CancelledError. Parameters ---------- proc_info_list : Sequence[FlowInfo] a list of processes to execute in series. Each element is a tuple of: args : Union[str, Sequence[str]] command to run, as string or list of string arguments. log : str log file name. env : Optional[Dict[str, str]] environment variable dictionary. None to inherit from parent. cwd : Optional[str] working directory path. None to inherit from parent. vfun : Sequence[Callable[[Optional[int], str], Any]] a function to validate if it is ok to execute the next process. The output of the last function is returned. The first argument is the return code, the second argument is the log file name. run_local : bool True to run locally (not use LSF). False to use LSF. Default is False. Returns ------- result : Any the return value of the last validate function. None if validate function returns False. """ if run_local: return await super().async_new_subprocess_flow(proc_info_list, **kwargs) num_proc = len(proc_info_list) if num_proc == 0: return None async with self._semaphore: for idx, (args, log, env, cwd, vfun) in enumerate(proc_info_list): if isinstance(args, str): args = [args] log_path = Path(log).resolve() log_path.parent.mkdir(parents=True, exist_ok=True) if cwd is not None: # make sure current working directory exists Path(cwd).mkdir(parents=True, exist_ok=True) main_cmd = " ".join(args) cmd_args = ['bsub', '-K', '-q', self._queue, '-o', str(log_path)] + self._options + [f'"{main_cmd}"'] cmd = " ".join(cmd_args) proc, retcode = None, None with open(log_path, 'w') as logf: logf.write(f'command: {cmd}\n') logf.flush() try: # shell must be used to preserve paths and environment variables on compute host proc = await asyncio.create_subprocess_shell(cmd, stdout=logf, stderr=subprocess.STDOUT, env=env, cwd=cwd) retcode = await proc.wait() except CancelledError as err: await self._kill_subprocess(proc) raise err fun_output = vfun(retcode, str(log_path)) if idx == num_proc - 1: return fun_output elif not fun_output: return None
# Some utility functions that are currently unused; could be useful in the future for job scheduling @staticmethod
[docs] def get_njobs_per_user(queue): res = subprocess.Popen(f'bqueues {queue}', shell=True, stdout=subprocess.PIPE).communicate()[0] header, info = map(lambda s: s.decode('utf-8').split(), res.splitlines()) return int(info[header.index('JL/U')])
@staticmethod
[docs] def get_njobs_running(queue): res = subprocess.Popen(f'bjobs -r -q {queue} | wc -l', shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE).communicate()[0] num_lines = int(res.decode('utf-8').strip()) # If there is a job running, there will be a header row, resulting in njobs + 1 lines in the prompt. # Otherwise, there will be 0 lines return max(num_lines - 1, 0)