X-Git-Url: https://wannabe.guru.org/gitweb/?a=blobdiff_plain;f=executors.py;h=2829c6957268dd9d607f0db4e4102510b972e38a;hb=fd4daa9557429e519fadd6e7e355fb625bad26cc;hp=a0273264339ef3b158c1370f457f110842decff1;hpb=9821d383ba3de886f8d11d00a588e49c2c280579;p=python_utils.git diff --git a/executors.py b/executors.py index a027326..2829c69 100644 --- a/executors.py +++ b/executors.py @@ -15,6 +15,7 @@ import subprocess import threading import time from typing import Any, Callable, Dict, List, Optional, Set +import warnings import cloudpickle # type: ignore from overrides import overrides @@ -22,8 +23,8 @@ from overrides import overrides from ansi import bg, fg, underline, reset import argparse_utils import config -from exec_utils import run_silently, cmd_in_background, cmd_with_timeout from decorator_utils import singleton +from exec_utils import run_silently, cmd_in_background, cmd_with_timeout import histogram as hist logger = logging.getLogger(__name__) @@ -60,9 +61,8 @@ parser.add_argument( help='Maximum number of failures before giving up on a bundle', ) -RSYNC = 'rsync -q --no-motd -W --ignore-existing --timeout=60 --size-only -z' -SSH = 'ssh -oForwardX11=no' - +SSH = '/usr/bin/ssh -oForwardX11=no' +SCP = '/usr/bin/scp' def make_cloud_pickle(fun, *args, **kwargs): logger.debug(f"Making cloudpickled bundle at {fun.__name__}") @@ -230,14 +230,42 @@ class BundleDetails: pid: int start_ts: float end_ts: float - too_slow: bool - super_slow: bool + slower_than_local_p95: bool + slower_than_global_p95: bool src_bundle: BundleDetails is_cancelled: threading.Event was_cancelled: bool backup_bundles: Optional[List[BundleDetails]] failure_count: int + def __repr__(self): + uuid = self.uuid + if uuid[-9:-2] == '_backup': + uuid = uuid[:-9] + suffix = f'{uuid[-6:]}_b{self.uuid[-1:]}' + else: + suffix = uuid[-6:] + + colorz = [ + fg('violet red'), + fg('red'), + fg('orange'), + fg('peach orange'), + fg('yellow'), + fg('marigold yellow'), + fg('green yellow'), + fg('tea green'), + fg('cornflower blue'), + fg('turquoise blue'), + fg('tropical blue'), + fg('lavender purple'), + fg('medium purple'), + ] + c = colorz[int(uuid[-2:], 16) % len(colorz)] + fname = self.fname if self.fname is not None else 'nofname' + machine = self.machine if self.machine is not None else 'nomachine' + return f'{c}{suffix}/{fname}/{machine}{reset()}' + class RemoteExecutorStatus: def __init__(self, total_worker_count: int) -> None: @@ -380,32 +408,30 @@ class RemoteExecutorStatus: bundle_uuid, None ) - pid = str(details.pid) if details is not None else "TBD" + pid = str(details.pid) if (details and details.pid != 0) else "TBD" if self.start_per_bundle[bundle_uuid] is not None: sec = ts - self.start_per_bundle[bundle_uuid] - ret += f' (pid={pid}): {bundle_uuid} for {sec:.1f}s so far ' + ret += f' (pid={pid}): {details} for {sec:.1f}s so far ' else: - ret += f' {bundle_uuid} setting up / copying data...' + ret += f' {details} setting up / copying data...' sec = 0.0 if qworker is not None: if sec > qworker[1]: ret += f'{bg("red")}>💻p95{reset()} ' - elif sec > qworker[0]: - ret += f'{fg("red")}>💻p50{reset()} ' - if qall is not None: - if sec > qall[1] * 1.5: - ret += f'{bg("red")}!!!{reset()}' if details is not None: - logger.debug(f'Flagging {details.uuid} for another backup') - details.super_slow = True - elif sec > qall[1]: + details.slower_than_local_p95 = True + else: + if details is not None: + details.slower_than_local_p95 = False + + if qall is not None: + if sec > qall[1]: ret += f'{bg("red")}>∀p95{reset()} ' if details is not None: - logger.debug(f'Flagging {details.uuid} for a backup') - details.too_slow = True - elif sec > qall[0]: - ret += f'{fg("red")}>∀p50{reset()}' + details.slower_than_global_p95 = True + else: + details.slower_than_global_p95 = False ret += '\n' return ret @@ -423,7 +449,6 @@ class RemoteExecutorStatus: class RemoteWorkerSelectionPolicy(ABC): def register_worker_pool(self, workers): - random.seed() self.workers = workers @abstractmethod @@ -439,12 +464,14 @@ class RemoteWorkerSelectionPolicy(ABC): class WeightedRandomRemoteWorkerSelectionPolicy(RemoteWorkerSelectionPolicy): + @overrides def is_worker_available(self) -> bool: for worker in self.workers: if worker.count > 0: return True return False + @overrides def acquire_worker( self, machine_to_avoid = None @@ -463,7 +490,8 @@ class WeightedRandomRemoteWorkerSelectionPolicy(RemoteWorkerSelectionPolicy): worker.count -= 1 logger.debug(f'Selected worker {worker}') return worker - logger.warning("Couldn't find a worker; go fish.") + msg = 'Unexpectedly could not find a worker, retrying...' + logger.warning(msg) return None @@ -471,12 +499,14 @@ class RoundRobinRemoteWorkerSelectionPolicy(RemoteWorkerSelectionPolicy): def __init__(self) -> None: self.index = 0 + @overrides def is_worker_available(self) -> bool: for worker in self.workers: if worker.count > 0: return True return False + @overrides def acquire_worker( self, machine_to_avoid: str = None @@ -496,7 +526,8 @@ class RoundRobinRemoteWorkerSelectionPolicy(RemoteWorkerSelectionPolicy): if x >= len(self.workers): x = 0 if x == self.index: - logger.warning("Couldn't find a worker; go fish.") + msg = 'Unexpectedly could not find a worker, retrying...' + logger.warning(msg) return None @@ -523,27 +554,8 @@ class RemoteExecutor(BaseExecutor): ) self.status = RemoteExecutorStatus(self.worker_count) self.total_bundles_submitted = 0 - - def bundle_prefix(self, bundle: BundleDetails) -> str: - colorz = [ - fg('violet red'), - fg('red'), - fg('orange'), - fg('peach orange'), - fg('yellow'), - fg('marigold yellow'), - fg('green yellow'), - fg('tea green'), - fg('cornflower blue'), - fg('turquoise blue'), - fg('tropical blue'), - fg('lavender purple'), - fg('medium purple'), - ] - c = colorz[int(bundle.uuid[-2:], 16) % len(colorz)] - fname = bundle.fname if bundle.fname is not None else 'nofname' - machine = bundle.machine if bundle.machine is not None else 'nomachine' - return f'{c}{bundle.uuid[-8:]}/{fname}/{machine}{reset()}' + self.backup_lock = threading.Lock() + self.last_backup = None def is_worker_available(self) -> bool: return self.policy.is_worker_available() @@ -581,37 +593,84 @@ class RemoteExecutor(BaseExecutor): # Look for bundles to reschedule. num_done = len(self.status.finished_bundle_timings) - if num_done > 7 or (num_done > 5 and self.is_worker_available()): - for worker, bundle_uuids in self.status.in_flight_bundles_by_worker.items(): - for uuid in bundle_uuids: - bundle = self.status.bundle_details_by_uuid.get(uuid, None) - if ( - bundle is not None and - bundle.too_slow and - bundle.src_bundle is None and - config.config['executors_schedule_remote_backups'] - ): - self.consider_backup_for_bundle(bundle) - - def consider_backup_for_bundle(self, bundle: BundleDetails) -> None: - assert self.status.lock.locked() - if ( - bundle.too_slow - and len(bundle.backup_bundles) == 0 # one backup per - ): - msg = f"*** Rescheduling {bundle.pid}/{bundle.uuid} ***" - logger.debug(msg) - self.schedule_backup_for_bundle(bundle) - return - elif ( - bundle.super_slow - and len(bundle.backup_bundles) < 2 # two backups in dire situations - and self.status.total_idle() > 4 - ): - msg = f"*** Rescheduling {bundle.pid}/{bundle.uuid} ***" - logger.debug(msg) - self.schedule_backup_for_bundle(bundle) - return + num_idle_workers = self.worker_count - self.task_count + now = time.time() + if ( + config.config['executors_schedule_remote_backups'] + and num_done > 2 + and num_idle_workers > 1 + and (self.last_backup is None or (now - self.last_backup > 1.0)) + and self.backup_lock.acquire(blocking=False) + ): + try: + assert self.backup_lock.locked() + + bundle_to_backup = None + best_score = None + for worker, bundle_uuids in self.status.in_flight_bundles_by_worker.items(): + # Prefer to schedule backups of bundles on slower machines. + base_score = 0 + for record in self.workers: + if worker.machine == record.machine: + base_score = float(record.weight) + base_score = 1.0 / base_score + base_score *= 200.0 + base_score = int(base_score) + break + + for uuid in bundle_uuids: + bundle = self.status.bundle_details_by_uuid.get(uuid, None) + if ( + bundle is not None + and bundle.src_bundle is None + and bundle.backup_bundles is not None + ): + score = base_score + + # Schedule backups of bundles running longer; especially those + # that are unexpectedly slow. + start_ts = self.status.start_per_bundle[uuid] + if start_ts is not None: + runtime = now - start_ts + score += runtime + logger.debug(f'score[{bundle}] => {score} # latency boost') + + if bundle.slower_than_local_p95: + score += runtime / 2 + logger.debug(f'score[{bundle}] => {score} # >worker p95') + + if bundle.slower_than_global_p95: + score += runtime / 2 + logger.debug(f'score[{bundle}] => {score} # >global p95') + + # Prefer backups of bundles that don't have backups already. + backup_count = len(bundle.backup_bundles) + if backup_count == 0: + score *= 2 + elif backup_count == 1: + score /= 2 + elif backup_count == 2: + score /= 8 + else: + score = 0 + logger.debug(f'score[{bundle}] => {score} # {backup_count} dup backup factor') + + if ( + score != 0 + and (best_score is None or score > best_score) + ): + bundle_to_backup = bundle + assert bundle is not None + assert bundle.backup_bundles is not None + assert bundle.src_bundle is None + best_score = score + + if bundle_to_backup is not None: + self.last_backup = now + logger.info(f'=====> SCHEDULING BACKUP {bundle_to_backup} (score={best_score:.1f}) <=====') + self.schedule_backup_for_bundle(bundle_to_backup) + finally: + self.backup_lock.release() def check_if_cancelled(self, bundle: BundleDetails) -> bool: with self.status.lock: @@ -640,9 +699,9 @@ class RemoteExecutor(BaseExecutor): bundle.worker = worker machine = bundle.machine = worker.machine username = bundle.username = worker.username - fname = bundle.fname + self.status.record_acquire_worker(worker, uuid) - logger.debug(f'{self.bundle_prefix(bundle)}: Running bundle on {worker}...') + logger.debug(f'{bundle}: Running bundle on {worker}...') # Before we do any work, make sure the bundle is still viable. if self.check_if_cancelled(bundle): @@ -651,7 +710,7 @@ class RemoteExecutor(BaseExecutor): except Exception as e: logger.exception(e) logger.error( - f'{self.bundle_prefix(bundle)}: bundle says it\'s cancelled upfront but no results?!' + f'{bundle}: bundle says it\'s cancelled upfront but no results?!' ) assert bundle.worker is not None self.status.record_release_worker( @@ -681,17 +740,13 @@ class RemoteExecutor(BaseExecutor): # Send input code / data to worker machine if it's not local. if hostname not in machine: try: - cmd = f'{RSYNC} {bundle.code_file} {username}@{machine}:{bundle.code_file}' + cmd = f'{SCP} {bundle.code_file} {username}@{machine}:{bundle.code_file}' start_ts = time.time() - logger.info(f"{self.bundle_prefix(bundle)}: Copying work to {worker} via {cmd}.") + logger.info(f"{bundle}: Copying work to {worker} via {cmd}.") run_silently(cmd) xfer_latency = time.time() - start_ts - logger.info(f"{self.bundle_prefix(bundle)}: Copying done to {worker} in {xfer_latency:.1f}s.") + logger.info(f"{bundle}: Copying done to {worker} in {xfer_latency:.1f}s.") except Exception as e: - logger.exception(e) - logger.error( - f'{self.bundle_prefix(bundle)}: failed to send instructions to worker machine?!?' - ) assert bundle.worker is not None self.status.record_release_worker( bundle.worker, @@ -703,31 +758,39 @@ class RemoteExecutor(BaseExecutor): if is_original: # Weird. We tried to copy the code to the worker and it failed... # And we're the original bundle. We have to retry. + logger.exception(e) + logger.error( + f'{bundle}: Failed to send instructions to the worker machine?! ' + + 'This is not expected; we\'re the original bundle so this shouldn\'t ' + + 'be a race condition. Attempting an emergency retry...' + ) return self.emergency_retry_nasty_bundle(bundle) else: # This is actually expected; we're a backup. # There's a race condition where someone else # already finished the work and removed the source # code file before we could copy it. No biggie. + msg = f'{bundle}: Failed to send instructions to the worker machine... ' + msg += 'We\'re a backup and this may be caused by the original (or some ' + msg += 'other backup) already finishing this work. Ignoring this.' + logger.warning(msg) return None # Kick off the work. Note that if this fails we let # wait_for_process deal with it. self.status.record_processing_began(uuid) cmd = (f'{SSH} {bundle.username}@{bundle.machine} ' - f'"source py39-venv/bin/activate &&' + f'"source py38-venv/bin/activate &&' f' /home/scott/lib/python_modules/remote_worker.py' f' --code_file {bundle.code_file} --result_file {bundle.result_file}"') - logger.debug(f'{self.bundle_prefix(bundle)}: Executing {cmd} in the background to kick off work...') + logger.debug(f'{bundle}: Executing {cmd} in the background to kick off work...') p = cmd_in_background(cmd, silent=True) bundle.pid = pid = p.pid - logger.debug(f'{self.bundle_prefix(bundle)}: Local ssh process pid={pid}; remote worker is {machine}.') + logger.debug(f'{bundle}: Local ssh process pid={pid}; remote worker is {machine}.') return self.wait_for_process(p, bundle, 0) def wait_for_process(self, p: subprocess.Popen, bundle: BundleDetails, depth: int) -> Any: - uuid = bundle.uuid machine = bundle.machine - fname = bundle.fname pid = p.pid if depth > 3: logger.error( @@ -753,12 +816,12 @@ class RemoteExecutor(BaseExecutor): self.heartbeat() if self.check_if_cancelled(bundle): logger.info( - f'{self.bundle_prefix(bundle)}: another worker finished bundle, checking it out...' + f'{bundle}: another worker finished bundle, checking it out...' ) break else: logger.info( - f"{self.bundle_prefix(bundle)}: pid {pid} ({machine}) our ssh finished, checking it out..." + f"{bundle}: pid {pid} ({machine}) our ssh finished, checking it out..." ) p = None break @@ -780,11 +843,10 @@ class RemoteExecutor(BaseExecutor): # Otherwise, time for an emergency reschedule. except Exception as e: logger.exception(e) - logger.error(f'{self.bundle_prefix(bundle)}: Something unexpected just happened...') + logger.error(f'{bundle}: Something unexpected just happened...') if p is not None: - logger.warning( - f"{self.bundle_prefix(bundle)}: Failed to wrap up \"done\" bundle, re-waiting on active ssh." - ) + msg = f"{bundle}: Failed to wrap up \"done\" bundle, re-waiting on active ssh." + logger.warning(msg) return self.wait_for_process(p, bundle, depth + 1) else: self.status.record_release_worker( @@ -804,8 +866,6 @@ class RemoteExecutor(BaseExecutor): machine = bundle.machine result_file = bundle.result_file code_file = bundle.code_file - fname = bundle.fname - uuid = bundle.uuid # Whether original or backup, if we finished first we must # fetch the results if the computation happened on a @@ -814,9 +874,9 @@ class RemoteExecutor(BaseExecutor): if not was_cancelled: assert bundle.machine is not None if bundle.hostname not in bundle.machine: - cmd = f'{RSYNC} {username}@{machine}:{result_file} {result_file} 2>/dev/null' + cmd = f'{SCP} {username}@{machine}:{result_file} {result_file} 2>/dev/null' logger.info( - f"{self.bundle_prefix(bundle)}: Fetching results from {username}@{machine} via {cmd}" + f"{bundle}: Fetching results from {username}@{machine} via {cmd}" ) # If either of these throw they are handled in @@ -834,9 +894,9 @@ class RemoteExecutor(BaseExecutor): # if one of the backups finished first; it still must read the # result from disk. if is_original: - logger.debug(f"{self.bundle_prefix(bundle)}: Unpickling {result_file}.") + logger.debug(f"{bundle}: Unpickling {result_file}.") try: - with open(f'{result_file}', 'rb') as rb: + with open(result_file, 'rb') as rb: serialized = rb.read() result = cloudpickle.loads(serialized) except Exception as e: @@ -866,7 +926,7 @@ class RemoteExecutor(BaseExecutor): if bundle.backup_bundles is not None: for backup in bundle.backup_bundles: logger.debug( - f'{self.bundle_prefix(bundle)}: Notifying backup {backup.uuid} that it\'s cancelled' + f'{bundle}: Notifying backup {backup.uuid} that it\'s cancelled' ) backup.is_cancelled.set() @@ -881,7 +941,7 @@ class RemoteExecutor(BaseExecutor): # Tell the original to stop if we finished first. if not was_cancelled: logger.debug( - f'{self.bundle_prefix(bundle)}: Notifying original {bundle.src_bundle.uuid} we beat them to it.' + f'{bundle}: Notifying original {bundle.src_bundle.uuid} we beat them to it.' ) bundle.src_bundle.is_cancelled.set() @@ -897,7 +957,7 @@ class RemoteExecutor(BaseExecutor): def create_original_bundle(self, pickle, fname: str): from string_utils import generate_uuid - uuid = generate_uuid(as_hex=True) + uuid = generate_uuid(omit_dashes=True) code_file = f'/tmp/{uuid}.code.bin' result_file = f'/tmp/{uuid}.result.bin' @@ -918,8 +978,8 @@ class RemoteExecutor(BaseExecutor): pid = 0, start_ts = time.time(), end_ts = 0.0, - too_slow = False, - super_slow = False, + slower_than_local_p95 = False, + slower_than_global_p95 = False, src_bundle = None, is_cancelled = threading.Event(), was_cancelled = False, @@ -927,7 +987,7 @@ class RemoteExecutor(BaseExecutor): failure_count = 0, ) self.status.record_bundle_details(bundle) - logger.debug(f'{self.bundle_prefix(bundle)}: Created an original bundle') + logger.debug(f'{bundle}: Created an original bundle') return bundle def create_backup_bundle(self, src_bundle: BundleDetails): @@ -948,8 +1008,8 @@ class RemoteExecutor(BaseExecutor): pid = 0, start_ts = time.time(), end_ts = 0.0, - too_slow = False, - super_slow = False, + slower_than_local_p95 = False, + slower_than_global_p95 = False, src_bundle = src_bundle, is_cancelled = threading.Event(), was_cancelled = False, @@ -958,12 +1018,13 @@ class RemoteExecutor(BaseExecutor): ) src_bundle.backup_bundles.append(backup_bundle) self.status.record_bundle_details_already_locked(backup_bundle) - logger.debug(f'{self.bundle_prefix(bundle)}: Created a backup bundle') + logger.debug(f'{backup_bundle}: Created a backup bundle') return backup_bundle def schedule_backup_for_bundle(self, src_bundle: BundleDetails): assert self.status.lock.locked() + assert src_bundle is not None backup_bundle = self.create_backup_bundle(src_bundle) logger.debug( f'{backup_bundle.uuid}/{backup_bundle.fname}: Scheduling backup for execution...' @@ -975,7 +1036,6 @@ class RemoteExecutor(BaseExecutor): # the original pick them up and unpickle them. def emergency_retry_nasty_bundle(self, bundle: BundleDetails) -> fut.Future: - uuid = bundle.uuid is_original = bundle.src_bundle is None bundle.worker = None avoid_last_machine = bundle.machine @@ -989,19 +1049,19 @@ class RemoteExecutor(BaseExecutor): if bundle.failure_count > retry_limit: logger.error( - f'{self.bundle_prefix(bundle)}: Tried this bundle too many times already ({retry_limit}x); giving up.' + f'{bundle}: Tried this bundle too many times already ({retry_limit}x); giving up.' ) if is_original: raise RemoteExecutorException( - f'{self.bundle_prefix(bundle)}: This bundle can\'t be completed despite several backups and retries' + f'{bundle}: This bundle can\'t be completed despite several backups and retries' ) else: - logger.error(f'{self.bundle_prefix(bundle)}: At least it\'s only a backup; better luck with the others.') + logger.error(f'{bundle}: At least it\'s only a backup; better luck with the others.') return None else: - logger.warning( - f'>>> Emergency rescheduling {self.bundle_prefix(bundle)} because of unexected errors (wtf?!) <<<' - ) + msg = f'>>> Emergency rescheduling {bundle} because of unexected errors (wtf?!) <<<' + logger.warning(msg) + warnings.warn(msg) return self.launch(bundle, avoid_last_machine) @overrides @@ -1059,28 +1119,8 @@ class DefaultExecutors(object): RemoteWorkerRecord( username = 'scott', machine = 'cheetah.house', - weight = 12, - count = 4, - ), - ) - if self.ping('video.house'): - logger.info('Found video.house') - pool.append( - RemoteWorkerRecord( - username = 'scott', - machine = 'video.house', - weight = 1, - count = 4, - ), - ) - if self.ping('wannabe.house'): - logger.info('Found wannabe.house') - pool.append( - RemoteWorkerRecord( - username = 'scott', - machine = 'wannabe.house', - weight = 2, - count = 4, + weight = 25, + count = 6, ), ) if self.ping('meerkat.cabin'): @@ -1093,34 +1133,44 @@ class DefaultExecutors(object): count = 2, ), ) - if self.ping('backup.house'): - logger.info('Found backup.house') + # if self.ping('kiosk.house'): + # logger.info('Found kiosk.house') + # pool.append( + # RemoteWorkerRecord( + # username = 'pi', + # machine = 'kiosk.house', + # weight = 1, + # count = 2, + # ), + # ) + if self.ping('hero.house'): + logger.info('Found hero.house') pool.append( RemoteWorkerRecord( username = 'scott', - machine = 'backup.house', - weight = 1, - count = 4, + machine = 'hero.house', + weight = 30, + count = 10, ), ) - if self.ping('kiosk.house'): - logger.info('Found kiosk.house') + if self.ping('puma.cabin'): + logger.info('Found puma.cabin') pool.append( RemoteWorkerRecord( - username = 'pi', - machine = 'kiosk.house', - weight = 1, - count = 2, + username = 'scott', + machine = 'puma.cabin', + weight = 25, + count = 6, ), ) - if self.ping('puma.cabin'): - logger.info('Found puma.cabin') + if self.ping('backup.house'): + logger.info('Found backup.house') pool.append( RemoteWorkerRecord( username = 'scott', - machine = 'puma.cabin', - weight = 12, - count = 4, + machine = 'backup.house', + weight = 3, + count = 2, ), )