nopaque/app/scheduler_functions.py

78 lines
3.2 KiB
Python

from datetime import datetime
from . import db, scheduler
from .models import Job
import docker
import json
import os
def checkout_jobs():
with scheduler.app.app_context():
client = docker.from_env()
jobs = db.session.query(Job)
submitted_jobs = jobs.filter_by(status='submitted').all()
foo_jobs = jobs.filter(Job.status != 'complete',
Job.status != 'failed',
Job.status != 'submitted').all()
for job in submitted_jobs:
_command = (job.service
+ ' -i /files'
+ ' -o /files/output'
+ ' ' + ' '.join(json.loads(job.service_args)))
_constraints = ['node.role==worker']
_image = 'gitlab.ub.uni-bielefeld.de:4567/sfb1288inf/{}:{}'.format(
job.service,
job.service_version
)
_labels = {'service': job.service}
_mounts = [os.path.join('/home/compute/mnt/opaque',
str(job.user_id),
'jobs',
str(job.id))
+ ':/files:rw']
_name = str(job.id)
'''
' The Docker SDK for Python expects the cpu_reservation value to be
' scaled to nanos (10^9). Because the job object contains unscaled
' (10^0) values, it must be conveted.
'
' While the cpu_reservation value has to be in nanos, the
' mem_reservation value must be presented in an unscaled form
' (intuitive right?). Bacause the job object provides the memory
' value in megabytes, it is also necessary to convert the value.
'''
_resources = docker.types.Resources(
cpu_reservation=job.n_cores * (10 ** 9),
mem_reservation=job.mem_mb * (10 ** 6)
)
_restart_policy = docker.types.RestartPolicy(condition='none')
'''
' Create the service with the prepared values.
'
' Note: A service reserves hardware ressources. In case no worker
' node has the required ressources available (not reserved),
' the service gets queued by the Docker engine until a node
' is able to meet the requirements.
'''
service = client.services.create(
_image,
command=_command,
constraints=_constraints,
labels=_labels,
mounts=_mounts,
name=_name,
resources=_resources,
restart_policy=_restart_policy
)
job.status = 'scheduled'
for job in foo_jobs:
'''
' TODO: Handle service not found error.
'''
service = client.services.get(str(job.id))
job.status = service.tasks()[0].get('Status').get('State')
if job.status == 'complete' or job.status == 'failed':
job.end_date = datetime.utcnow()
service.remove()
db.session.commit()