async def log_job(request, ws, job, pod_id, namespace, container):
job_uuid = job.uuid.hex
if job_uuid in request.app.job_logs_ws_managers:
ws_manager = request.app.job_logs_ws_managers[job_uuid]
else:
ws_manager = SocketManager()
request.app.job_logs_ws_managers[job_uuid] = ws_manager
ws_manager.add_socket(ws)
# Stream phase changes
status = None
while status != JobLifeCycle.RUNNING and not JobLifeCycle.is_done(status):
job.refresh_from_db()
if status != job.last_status:
status = job.last_status
await notify_ws(ws=ws, message=get_status_message(status))
if should_disconnect(ws=ws, ws_manager=ws_manager):
return
await asyncio.sleep(SOCKET_SLEEP)
if JobLifeCycle.is_done(status):
await notify_ws(ws=ws, message=get_status_message(status))
return
config.load_incluster_config()
k8s_api = client.CoreV1Api()
await log_job_pod(k8s_api=k8s_api,
ws=ws,
ws_manager=ws_manager,
pod_id=pod_id,
container=container,
namespace=namespace)
def test_master_success_influences_other_experiment_workers_status(self):
with patch('scheduler.tasks.experiments.experiments_build.apply_async'
) as _: # noqa
with patch.object(Experiment, 'set_status') as _: # noqa
experiment = ExperimentFactory()
assert ExperimentLifeCycle.is_done(experiment.last_status) is False
# Add jobs
master = ExperimentJobFactory(experiment=experiment,
role=TaskType.MASTER)
assert JobLifeCycle.is_done(master.last_status) is False
workers = [
ExperimentJobFactory(experiment=experiment, role=TaskType.WORKER)
for _ in range(2)
]
for worker in workers:
worker.refresh_from_db()
assert JobLifeCycle.is_done(worker.last_status) is False
# Set master to succeeded
ExperimentJobStatusFactory(job=master, status=JobLifeCycle.SUCCEEDED)
# All worker should have a success status
for worker in workers:
worker.refresh_from_db()
assert worker.last_status == JobLifeCycle.SUCCEEDED
# Experiment last status should be success
experiment.refresh_from_db()
assert experiment.last_status == ExperimentLifeCycle.SUCCEEDED
def jobs_build(job_id):
job = get_valid_job(job_id=job_id)
if not job:
return None
if not JobLifeCycle.can_transition(status_from=job.last_status,
status_to=JobLifeCycle.BUILDING):
_logger.info('Job id `%s` cannot transition from `%s` to `%s`.',
job_id, job.last_status, JobLifeCycle.BUILDING)
return
build_job, image_exists, build_status = dockerizer_scheduler.create_build_job(
user=job.user,
project=job.project,
config=job.specification.build,
configmap_refs=job.specification.configmap_refs,
secret_refs=job.specification.secret_refs,
code_reference=job.code_reference)
job.build_job = build_job
job.save(update_fields=['build_job'])
if image_exists:
# The image already exists, so we can start the experiment right away
celery_app.send_task(SchedulerCeleryTasks.JOBS_START,
kwargs={'job_id': job_id})
return
if not build_status:
job.set_status(JobLifeCycle.FAILED,
message='Could not start build process.')
return
# Update job status to show that its building docker image
job.set_status(JobLifeCycle.BUILDING, message='Building container')
def build_handle_done_status(sender, **kwargs):
instance = kwargs['instance']
build_job_id = instance.job_id
if JobLifeCycle.is_done(instance.status):
celery_app.send_task(SchedulerCeleryTasks.BUILD_JOBS_NOTIFY_DONE,
kwargs={'build_job_id': build_job_id})
def _set_status(self,
status_model,
status,
message=None,
traceback=None,
details=None):
current_status = self.last_status
if self.is_done:
# We should not update statuses anymore
_logger.debug(
'Received a new status `%s` for job `%s`. '
'But the job is already done with status `%s`', status,
self.unique_name, current_status)
return False
if status in JobLifeCycle.HEARTBEAT_STATUS:
self._ping_heartbeat()
if JobLifeCycle.can_transition(status_from=current_status,
status_to=status):
# Add new status to the job
status_model.objects.create(job=self,
status=status,
message=message,
traceback=traceback,
details=details)
return True
return False
def build_job_status_post_save(sender, **kwargs):
instance = kwargs['instance']
job = instance.job
previous_status = job.last_status
# Update job last_status
job.status = instance
set_job_started_at(instance=job, status=instance.status)
set_job_finished_at(instance=job, status=instance.status)
job.save(update_fields=['status', 'started_at', 'finished_at'])
auditor.record(event_type=BUILD_JOB_NEW_STATUS,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.CREATED:
auditor.record(event_type=BUILD_JOB_CREATED, instance=job)
elif instance.status == JobLifeCycle.STOPPED:
auditor.record(event_type=BUILD_JOB_STOPPED,
instance=job,
previous_status=previous_status)
elif instance.status == JobLifeCycle.FAILED:
auditor.record(event_type=BUILD_JOB_FAILED,
instance=job,
previous_status=previous_status)
elif instance.status == JobLifeCycle.SUCCEEDED:
auditor.record(event_type=BUILD_JOB_SUCCEEDED,
instance=job,
previous_status=previous_status)
# handle done status
if JobLifeCycle.is_done(instance.status):
auditor.record(event_type=BUILD_JOB_DONE,
instance=job,
previous_status=previous_status)
def projects_notebook_build(notebook_job_id):
notebook_job = get_valid_notebook(notebook_job_id=notebook_job_id)
if not notebook_job:
_logger.warning('Notebook %s does not exist anymore.', notebook_job_id)
return None
if not JobLifeCycle.can_transition(status_from=notebook_job.last_status,
status_to=JobLifeCycle.BUILDING):
_logger.info('Notebook `%s` cannot transition from `%s` to `%s`.',
notebook_job, notebook_job.last_status, JobLifeCycle.BUILDING)
return
build_job, image_exists, build_status = dockerizer_scheduler.create_build_job(
user=notebook_job.user,
project=notebook_job.project,
config=notebook_job.specification.build,
code_reference=notebook_job.code_reference)
notebook_job.build_job = build_job
notebook_job.save()
if image_exists:
# The image already exists, so we can start the experiment right away
celery_app.send_task(
SchedulerCeleryTasks.PROJECTS_NOTEBOOK_START,
kwargs={'notebook_job_id': notebook_job_id})
return
if not build_status:
notebook_job.set_status(JobLifeCycle.FAILED, message='Could not start build process.')
return
# Update job status to show that its building docker image
notebook_job.set_status(JobLifeCycle.BUILDING, message='Building container')
def _set_status(self,
status_model,
status: str,
created_at: AwareDT = None,
message: str = None,
traceback: Dict = None,
details: Dict = None) -> bool:
current_status = self.last_status_before(status_model=status_model,
status_date=created_at)
if self.is_done:
# We should not update statuses anymore
_logger.debug(
'Received a new status `%s` for job `%s`. '
'But the job is already done with status `%s`', status,
self.unique_name, current_status)
return False
if status in JobLifeCycle.HEARTBEAT_STATUS:
self._ping_heartbeat()
if JobLifeCycle.can_transition(status_from=current_status,
status_to=status):
# Add new status to the job
params = {'created_at': created_at} if created_at else {}
status_model.objects.create(job=self,
status=status,
message=message,
traceback=traceback,
details=details,
**params)
return True
return False
def update_job_containers(event: Mapping, status: str,
job_container_name: str) -> None:
if JobLifeCycle.is_done(status):
# Remove the job monitoring
job_uuid = event['metadata']['labels']['job_uuid']
logger.info('Stop monitoring job_uuid: %s', job_uuid)
RedisJobContainers.remove_job(job_uuid)
if event['status']['container_statuses'] is None:
return
def get_container_id(container_id):
if not container_id:
return None
if container_id.startswith('docker://'):
return container_id[len('docker://'):]
return container_id
for container_status in event['status']['container_statuses']:
if container_status['name'] != job_container_name:
continue
container_id = get_container_id(container_status['container_id'])
if container_id:
job_uuid = event['metadata']['labels']['job_uuid']
if container_status['state']['running'] is not None:
logger.info('Monitoring (container_id, job_uuid): (%s, %s)',
container_id, job_uuid)
RedisJobContainers.monitor(container_id=container_id,
job_uuid=job_uuid)
else:
RedisJobContainers.remove_container(container_id=container_id)
def projects_notebook_build(project_id):
project = get_valid_project(project_id=project_id)
if not project or not project.notebook:
_logger.warning('Project does not have a notebook.')
return None
job = project.notebook
if not JobLifeCycle.can_transition(status_from=job.last_status,
status_to=JobLifeCycle.BUILDING):
_logger.info('Notebook for project id `%s` cannot transition from `%s` to `%s`.',
project_id, job.last_status, JobLifeCycle.BUILDING)
return
build_job, image_exists, build_status = dockerizer_scheduler.create_build_job(
user=job.user,
project=job.project,
config=job.specification.run_exec,
code_reference=job.code_reference)
job.build_job = build_job
job.save()
if image_exists:
# The image already exists, so we can start the experiment right away
celery_app.send_task(
SchedulerCeleryTasks.PROJECTS_NOTEBOOK_START,
kwargs={'project_id': project_id})
return
if not build_status:
job.set_status(JobLifeCycle.FAILED, message='Could not start build process.')
return
# Update job status to show that its building docker image
job.set_status(JobLifeCycle.BUILDING, message='Building container')
def update_job_containers(event, status, job_container_name):
if JobLifeCycle.is_done(status):
# Remove the job monitoring
job_uuid = event['metadata']['labels']['job_uuid']
logger.info('Stop monitoring job_uuid: %s', job_uuid)
RedisJobContainers.remove_job(job_uuid)
if event['status']['container_statuses'] is None:
return
def get_container_id(container_id):
if not container_id:
return None
if container_id.startswith('docker://'):
return container_id[len('docker://'):]
return container_id
for container_status in event['status']['container_statuses']:
if container_status['name'] != job_container_name:
continue
container_id = get_container_id(container_status['container_id'])
if container_id:
job_uuid = event['metadata']['labels']['job_uuid']
if container_status['state']['running'] is not None:
logger.info('Monitoring (container_id, job_uuid): (%s, %s)',
container_id, job_uuid)
RedisJobContainers.monitor(container_id=container_id, job_uuid=job_uuid)
else:
RedisJobContainers.remove_container(container_id=container_id)
def calculated_status(self):
master_status = self.jobs.filter(role=TaskType.MASTER)[0].last_status
calculated_status = master_status if JobLifeCycle.is_done(master_status) else None
if calculated_status is None:
calculated_status = ExperimentLifeCycle.jobs_status(self.last_job_statuses)
if calculated_status is None:
return self.last_status
return calculated_status
def calculated_status(self):
master_status = self.jobs.filter(role=TaskType.MASTER)[0].last_status
calculated_status = master_status if JobLifeCycle.is_done(master_status) else None
if calculated_status is None:
calculated_status = ExperimentLifeCycle.jobs_status(self.last_job_statuses)
if calculated_status is None:
return self.last_status
return calculated_status
def post(self, request, *args, **kwargs):
job = self.get_object()
if not JobLifeCycle.is_stoppable(job.last_status):
return Response(status=status.HTTP_403_FORBIDDEN)
token, _ = Token.objects.get_or_create(user=job.user)
return Response({'token': token.key}, status=status.HTTP_200_OK)
def build_handle_done_status(sender, **kwargs):
instance = kwargs['instance']
build_job_id = instance.job_id
if JobLifeCycle.is_done(instance.status):
celery_app.send_task(
SchedulerCeleryTasks.BUILD_JOBS_NOTIFY_DONE,
kwargs={'build_job_id': build_job_id})
def post(self, request, *args, **kwargs):
project = self.project
if not project.has_notebook or not JobLifeCycle.is_stoppable(
project.notebook.last_status):
return Response(status=status.HTTP_403_FORBIDDEN)
token, _ = Token.objects.get_or_create(user=project.user)
return Response({'token': token.key}, status=status.HTTP_200_OK)
def calculated_status(self) -> str:
master_status = self.jobs.order_by('created_at').first().last_status
calculated_status = master_status if JobLifeCycle.is_done(
master_status) else None
if calculated_status is None:
calculated_status = ExperimentLifeCycle.jobs_status(
self.last_job_statuses)
if calculated_status is None:
return self.last_status
return calculated_status
def projects_notebook_start(notebook_job_id):
notebook_job = get_valid_notebook(notebook_job_id=notebook_job_id)
if not notebook_job:
return None
if not JobLifeCycle.can_transition(status_from=notebook_job.last_status,
status_to=JobLifeCycle.SCHEDULED):
_logger.info('Notebook `%s` cannot transition from `%s` to `%s`.',
notebook_job.unique_name, notebook_job.last_status, JobLifeCycle.SCHEDULED)
notebook_scheduler.start_notebook(notebook_job)
def projects_notebook_start(notebook_job_id):
notebook_job = get_valid_notebook(notebook_job_id=notebook_job_id)
if not notebook_job:
_logger.warning('Notebook %s does not exist anymore.', notebook_job_id)
return None
if not JobLifeCycle.can_transition(status_from=notebook_job.last_status,
status_to=JobLifeCycle.SCHEDULED):
_logger.info('Notebook `%s` cannot transition from `%s` to `%s`.',
notebook_job.unique_name, notebook_job.last_status, JobLifeCycle.SCHEDULED)
notebook_scheduler.start_notebook(notebook_job)
def tensorboards_start(tensorboard_job_id):
tensorboard = get_valid_tensorboard(tensorboard_job_id=tensorboard_job_id)
if not tensorboard:
_logger.warning('Tensorboard %s does not exist anymore.', tensorboard_job_id)
return None
if not JobLifeCycle.can_transition(status_from=tensorboard.last_status,
status_to=JobLifeCycle.SCHEDULED):
_logger.info('Tensorboard `%s` cannot transition from `%s` to `%s`.',
tensorboard.unique_name, tensorboard.last_status, JobLifeCycle.SCHEDULED)
tensorboard_scheduler.start_tensorboard(tensorboard)
def tensorboards_start(tensorboard_job_id):
tensorboard = get_valid_tensorboard(tensorboard_job_id=tensorboard_job_id)
if not tensorboard:
return None
if not JobLifeCycle.can_transition(status_from=tensorboard.last_status,
status_to=JobLifeCycle.SCHEDULED):
_logger.info('Tensorboard `%s` cannot transition from `%s` to `%s`.',
tensorboard.unique_name, tensorboard.last_status,
JobLifeCycle.SCHEDULED)
tensorboard_scheduler.start_tensorboard(tensorboard)
def build_job_status_post_save(sender, **kwargs):
instance = kwargs['instance']
job = instance.job
previous_status = job.last_status
# Update job last_status
job.status = instance
set_job_started_at(instance=job, status=instance.status)
set_job_finished_at(instance=job, status=instance.status)
job.save(update_fields=['status', 'started_at', 'finished_at'])
auditor.record(event_type=BUILD_JOB_NEW_STATUS,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.STOPPED:
auditor.record(event_type=BUILD_JOB_STOPPED,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.FAILED:
auditor.record(event_type=BUILD_JOB_FAILED,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.SUCCEEDED:
auditor.record(event_type=BUILD_JOB_SUCCEEDED,
instance=job,
previous_status=previous_status)
# Check if we need to schedule a job stop
if instance.status in (JobLifeCycle.FAILED, JobLifeCycle.SUCCEEDED):
_logger.info(
'The build job `%s` failed or is done, '
'send signal to stop.', job.unique_name)
# Schedule stop for this job
celery_app.send_task(SchedulerCeleryTasks.BUILD_JOBS_STOP,
kwargs={
'project_name': job.project.unique_name,
'project_uuid': job.project.uuid.hex,
'build_job_name': job.unique_name,
'build_job_uuid': job.uuid.hex,
'update_status': False,
'collect_logs': True,
},
countdown=RedisTTL.get_for_build(build_id=job.id))
# handle done status
if JobLifeCycle.is_done(instance.status):
auditor.record(event_type=BUILD_JOB_DONE,
instance=job,
previous_status=previous_status)
celery_app.send_task(SchedulerCeleryTasks.BUILD_JOBS_NOTIFY_DONE,
kwargs={'build_job_id': job.id})
def job_status_post_save(sender, **kwargs):
instance = kwargs['instance']
job = instance.job
previous_status = job.last_status
# Update job last_status
job.status = instance
set_job_started_at(instance=job, status=instance.status)
set_job_finished_at(instance=job, status=instance.status)
job.save(update_fields=['status'])
auditor.record(event_type=JOB_NEW_STATUS,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.STOPPED:
auditor.record(event_type=JOB_STOPPED,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.FAILED:
auditor.record(event_type=JOB_FAILED,
instance=job,
previous_status=previous_status)
if instance.status == JobLifeCycle.SUCCEEDED:
auditor.record(event_type=JOB_SUCCEEDED,
instance=job,
previous_status=previous_status)
if JobLifeCycle.is_done(instance.status):
auditor.record(event_type=JOB_DONE,
instance=job,
previous_status=previous_status)
# Check if we need to schedule a job stop
if not job.specification:
return
if instance.status in (JobLifeCycle.FAILED, JobLifeCycle.SUCCEEDED):
_logger.debug('The build job `%s` failed or is done, '
'send signal to stop.', job.unique_name)
# Schedule stop for this job because
celery_app.send_task(
SchedulerCeleryTasks.JOBS_STOP,
kwargs={
'project_name': job.project.unique_name,
'project_uuid': job.project.uuid.hex,
'job_name': job.unique_name,
'job_uuid': job.uuid.hex,
'specification': job.config,
'update_status': False
},
countdown=RedisTTL.get_for_job(job_id=job.id))
def build_job_status_post_save(sender, **kwargs):
instance = kwargs['instance']
job = instance.job
previous_status = job.last_status
# Update job last_status
job.status = instance
job.save()
auditor.record(event_type=BUILD_JOB_NEW_STATUS,
instance=job,
previous_status=previous_status,
target='project')
if instance.status == JobLifeCycle.STOPPED:
auditor.record(event_type=BUILD_JOB_STOPPED,
instance=job,
previous_status=previous_status,
target='project')
if instance.status == JobLifeCycle.FAILED:
auditor.record(event_type=BUILD_JOB_FAILED,
instance=job,
previous_status=previous_status,
target='project')
if instance.status == JobLifeCycle.STOPPED:
auditor.record(event_type=BUILD_JOB_SUCCEEDED,
instance=job,
previous_status=previous_status,
target='project')
# Check if we need to schedule a job stop
if instance.status in (JobLifeCycle.FAILED, JobLifeCycle.SUCCEEDED):
_logger.info(
'The build job `%s` failed or is done, '
'send signal to stop.', job.unique_name)
# Schedule stop for this job
celery_app.send_task(SchedulerCeleryTasks.BUILD_JOBS_STOP,
kwargs={
'project_name': job.project.unique_name,
'project_uuid': job.project.uuid.hex,
'build_job_name': job.unique_name,
'build_job_uuid': job.uuid.hex,
'update_status': False
})
# handle done status
if JobLifeCycle.is_done(instance.status):
celery_app.send_task(SchedulerCeleryTasks.BUILD_JOBS_NOTIFY_DONE,
kwargs={'build_job_id': job.id})
def jobs_start(job_id):
job = get_valid_job(job_id=job_id)
if not job:
return None
if job.last_status == JobLifeCycle.RUNNING:
_logger.warning('Job is already running.')
return None
if not JobLifeCycle.can_transition(status_from=job.last_status,
status_to=JobLifeCycle.SCHEDULED):
_logger.info('Job `%s` cannot transition from `%s` to `%s`.',
job.unique_name, job.last_status, JobLifeCycle.SCHEDULED)
return None
job_scheduler.start_job(job)
def tensorboards_start(tensorboard_job_id):
tensorboard = get_valid_tensorboard(tensorboard_job_id=tensorboard_job_id)
if not tensorboard:
return None
if not JobLifeCycle.can_transition(status_from=tensorboard.last_status,
status_to=JobLifeCycle.SCHEDULED):
_logger.info('Tensorboard `%s` cannot transition from `%s` to `%s`.',
tensorboard.unique_name, tensorboard.last_status, JobLifeCycle.SCHEDULED)
try:
tensorboard_scheduler.start_tensorboard(tensorboard)
except VolumeNotFoundError:
tensorboard.set_status(status=JobLifeCycle.FAILED,
message='Tensorboard failed to start, '
'the outputs volume/storage was not found.')
def _set_status(self, status_model, logger, status, message=None, details=None):
current_status = self.last_status
if self.is_done:
# We should not update statuses anymore
logger.info(
'Received a new status `{}` for job `{}`. '
'But the job is already done with status `{}`'.format(
status, self.unique_name, current_status))
return False
if JobLifeCycle.can_transition(status_from=current_status, status_to=status):
# Add new status to the job
status_model.objects.create(job=self,
status=status,
message=message,
details=details)
return True
return False
def _set_status(self, status_model, logger, status, message=None, details=None):
current_status = self.last_status
if self.is_done:
# We should not update statuses anymore
logger.info(
'Received a new status `{}` for job `{}`. '
'But the job is already done with status `{}`'.format(
status, self.unique_name, current_status))
return False
if JobLifeCycle.can_transition(status_from=current_status, status_to=status):
# Add new status to the job
status_model.objects.create(job=self,
status=status,
message=message,
details=details)
return True
return False
def jobs_running(job_statuses: List[str]) -> bool:
return any([
True if JobLifeCycle.is_running(job_status) else False
for job_status in job_statuses
])
async def job_logs(
request, # pylint:disable=too-many-branches
ws,
username,
project_name,
job_id):
job, message = validate_job(request=request,
username=username,
project_name=project_name,
job_id=job_id)
if job is None:
await ws.send(get_error_message(message))
return
job_uuid = job.uuid.hex
auditor.record(event_type=JOB_LOGS_VIEWED,
instance=job,
actor_id=request.app.user.id,
actor_name=request.app.user.username)
if not RedisToStream.is_monitored_job_logs(job_uuid=job_uuid):
logger.info('Job uuid `%s` logs is now being monitored', job_uuid)
RedisToStream.monitor_job_logs(job_uuid=job_uuid)
# start consumer
if job_uuid in request.app.job_logs_consumers:
consumer = request.app.job_logs_consumers[job_uuid]
else:
logger.info('Add job log consumer for %s', job_uuid)
consumer = Consumer(
routing_key='{}.{}'.format(RoutingKeys.STREAM_LOGS_SIDECARS_JOBS,
job_uuid),
queue='{}.{}'.format(CeleryQueues.STREAM_LOGS_SIDECARS, job_uuid))
request.app.job_logs_consumers[job_uuid] = consumer
consumer.run()
def should_disconnect():
if not consumer.ws:
logger.info('Stopping logs monitor for job uuid %s', job_uuid)
RedisToStream.remove_job_logs(job_uuid=job_uuid)
# if job_uuid in request.app.job_logs_consumers:
# consumer = request.app.job_logs_consumers.pop(job_uuid, None)
# if consumer:
# consumer.stop()
return True
return False
# add socket manager
consumer.add_socket(ws)
should_quite = False
num_message_retries = 0
# Stream phase changes
status = None
while status != JobLifeCycle.RUNNING and not JobLifeCycle.is_done(status):
job.refresh_from_db()
if status != job.last_status:
status = job.last_status
await notify(consumer=consumer, message=get_status_message(status))
if should_disconnect():
return
await asyncio.sleep(SOCKET_SLEEP)
if JobLifeCycle.is_done(status):
await notify(consumer=consumer, message=get_status_message(status))
RedisToStream.remove_job_logs(job_uuid=job_uuid)
return
while True:
num_message_retries += 1
for message in consumer.get_messages():
num_message_retries = 0
await notify(consumer=consumer, message=message)
# After trying a couple of time, we must check the status of the experiment
if num_message_retries > MAX_RETRIES:
job.refresh_from_db()
if job.is_done:
logger.info('removing all socket because the job `%s` is done',
job_uuid)
consumer.ws = set([])
else:
num_message_retries -= CHECK_DELAY
# Just to check if connection closed
if ws._connection_lost: # pylint:disable=protected-access
logger.info('Quitting logs socket for job uuid %s', job_uuid)
consumer.remove_sockets({
ws,
})
should_quite = True
if should_disconnect():
should_quite = True
if should_quite:
return
await asyncio.sleep(SOCKET_SLEEP)
def jobs_running(job_statuses):
return any([
True if JobLifeCycle.is_running(job_status) else False
for job_status in job_statuses
])
def jobs_unschedulable(job_statuses):
return any([
True if JobLifeCycle.is_unschedulable(job_status) else False
for job_status in job_statuses
])
def jobs_unschedulable(job_statuses: List[str]) -> bool:
return any([
True if JobLifeCycle.is_unschedulable(job_status) else False
for job_status in job_statuses
])
