def _handle_allocated_task(self, task_id):
keyt = 'task:%s' % task_id
_, service = self._get_service(keyt=keyt)
content = json.loads(self._redis.hget(keyt, 'content'))
resource = self._redis.hget(keyt, 'alloc_resource')
self._logger.info('%s: launching on %s', task_id, service.name)
try:
entity_config = self._get_current_config(task_id)
keygr = 'gpu_resource:%s:%s' % (service.name, resource)
lgpu = []
for k, v in six.iteritems(self._redis.hgetall(keygr)):
if v == task_id:
lgpu.append(k)
self._redis.hset(keyt, 'alloc_lgpu', ",".join(lgpu))
keycr = 'cpu_resource:%s:%s' % (service.name, resource)
lcpu = []
for k, v in six.iteritems(self._redis.hgetall(keycr)):
if v == task_id:
lcpu.append(k)
self._redis.hset(keyt, 'alloc_lcpu', ",".join(lcpu))
data = service.launch(
task_id, content['options'], (lgpu, lcpu), resource,
entity_config["storages"], entity_config["docker"],
content['docker']['registry'], content['docker']['image'],
content['docker']['tag'], content['docker']['command'],
task.file_list(self._taskfile_dir,
task_id), content['wait_after_launch'],
self._redis.hget(keyt, 'token'),
content.get('support_statistics'))
except EnvironmentError as e:
# the resource is not available and will be set busy
self._block_resource(resource, service, str(e))
self._redis.hdel(keyt, 'alloc_resource')
# set the task as queued again
self._release_resource(
service, resource, task_id,
Capacity(self._redis.hget(keyt, 'ngpus'),
self._redis.hget(keyt, 'ncpus')))
status = self._redis.hget(keyt, 'status')
if status == 'terminating':
return None
task.set_status(self._redis, keyt, 'queued')
task.service_queue(self._redis, task_id, service.name)
self._logger.info(
'could not launch [%s] %s on %s: blocking resource', str(e),
task_id, resource)
self._logger.info(traceback.format_exc())
return None
except Exception as e:
# all other errors make the task fail
self._logger.info('fail task [%s] - %s', task_id, str(e))
self._logger.info(traceback.format_exc())
task.append_log(self._taskfile_dir, task_id, str(e))
auth_token = self._redis.hget(keyt, 'token')
callback_url = service._config.get('callback_url')
if auth_token:
callback_url = callback_url.replace("://",
"://" + auth_token + ":x@")
r = requests.get(os.path.join(callback_url, "task/terminate",
task_id),
params={'phase': 'launch_error'})
if r.status_code != 200:
raise RuntimeError(
'incorrect result from \'task/terminate\' service: %s' %
r.text) from e
task.terminate(self._redis, task_id, phase='launch_error')
self._logger.info(traceback.format_exc())
return None
self._logger.info('%s: task started on %s', task_id, service.name)
self._redis.hset(keyt, 'job', json.dumps(data))
status = self._redis.hget(keyt, 'status')
if status == 'terminating':
return None
task.set_status(self._redis, keyt, 'running')
# For services that do not notify their activity, we should
# poll the task status more regularly.
task.work_queue(self._redis,
task_id,
service.name,
delay=service.is_notifying_activity and 120 or 30)
return None
def _advance_task(self, task_id):
"""Tries to advance the task to the next status. If it can, re-queue it immediately
to process the next stage. Otherwise, re-queue it after some delay to try again.
"""
keyt = 'task:%s' % task_id
with self._redis.acquire_lock(keyt, acquire_timeout=1, expire_time=600):
status = self._redis.hget(keyt, 'status')
if status == 'stopped':
return
service_name = self._redis.hget(keyt, 'service')
if service_name not in self._services:
raise ValueError('unknown service %s' % service_name)
service = self._services[service_name]
self._logger.info('%s: trying to advance from status %s', task_id, status)
if status == 'queued':
resource = self._redis.hget(keyt, 'resource')
parent = self._redis.hget(keyt, 'parent')
if parent:
keyp = 'task:%s' % parent
# if the parent task is in the database, check for dependencies
if self._redis.exists(keyp):
status = self._redis.hget(keyp, 'status')
if status == 'stopped':
if self._redis.hget(keyp, 'message') != 'completed':
task.terminate(self._redis, task_id, phase='dependency_error')
return
else:
self._logger.warning('%s: depending on other task, waiting', task_id)
task.service_queue(self._redis, task_id, service.name)
return
ngpus = int(self._redis.hget(keyt, 'ngpus'))
resource, available_gpus = self._allocate_resource(task_id, resource, service, ngpus)
if resource is not None:
self._logger.info('%s: resource %s reserved (%d/%d)',
task_id, resource, available_gpus, ngpus)
self._redis.hset(keyt, 'alloc_resource', resource)
if ngpus == available_gpus:
task.set_status(self._redis, keyt, 'allocated')
else:
task.set_status(self._redis, keyt, 'allocating')
task.work_queue(self._redis, task_id, service_name)
else:
self._logger.warning('%s: no resources available, waiting', task_id)
task.service_queue(self._redis, task_id, service.name)
elif status == 'allocating':
resource = self._redis.hget(keyt, 'alloc_resource')
keyr = 'resource:%s:%s' % (service.name, resource)
ngpus = int(self._redis.hget(keyt, 'ngpus'))
already_allocated_gpus = 0
for k, v in six.iteritems(self._redis.hgetall(keyr)):
if v == task_id:
already_allocated_gpus += 1
capacity = service.list_resources()[resource]
available_gpus, remaining_gpus = self._reserve_resource(service, resource,
capacity, task_id,
ngpus - already_allocated_gpus,
0, -1, True)
self._logger.warning('task: %s - resource: %s (capacity %d)- already %d - available %d', task_id, resource, capacity, already_allocated_gpus, available_gpus)
if available_gpus == ngpus - already_allocated_gpus:
task.set_status(self._redis, keyt, 'allocated')
key_reserved = 'reserved:%s:%s' % (service.name, resource)
self._redis.delete(key_reserved)
task.work_queue(self._redis, task_id, service.name)
else:
task.work_queue(self._redis, task_id, service.name,
delay=service.is_notifying_activity and 120 or 30)
elif status == 'allocated':
content = json.loads(self._redis.hget(keyt, 'content'))
resource = self._redis.hget(keyt, 'alloc_resource')
self._logger.info('%s: launching on %s', task_id, service.name)
try:
keyr = 'resource:%s:%s' % (service.name, resource)
lgpu = []
for k, v in six.iteritems(self._redis.hgetall(keyr)):
if v == task_id:
lgpu.append(k)
self._redis.hset(keyt, 'alloc_lgpu', ",".join(lgpu))
data = service.launch(
task_id,
content['options'],
lgpu,
resource,
content['docker']['registry'],
content['docker']['image'],
content['docker']['tag'],
content['docker']['command'],
task.file_list(self._redis, task_id),
content['wait_after_launch'])
except EnvironmentError as e:
# the resource is not available and will be set busy
self._block_resource(resource, service, str(e))
# set the task as queued again
self._redis.hdel(keyt, 'alloc_resource')
self._release_resource(service, resource, task_id)
task.set_status(self._redis, keyt, 'queued')
task.service_queue(self._redis, task_id, service.name)
self._logger.info('could not launch [%s] %s on %s: blocking resource', str(e), task_id, resource)
return
except Exception as e:
# all other errors make the task fail
task.append_log(self._redis, task_id, str(e))
task.terminate(self._redis, task_id, phase='launch_error')
return
self._logger.info('%s: task started on %s', task_id, service.name)
self._redis.hset(keyt, 'job', json.dumps(data))
task.set_status(self._redis, keyt, 'running')
# For services that do not notify their activity, we should
# poll the task status more regularly.
task.work_queue(self._redis, task_id, service.name,
delay=service.is_notifying_activity and 120 or 30)
elif status == 'running':
self._logger.debug('- checking activity of task: %s', task_id)
data = json.loads(self._redis.hget(keyt, 'job'))
status = service.status(task_id, data)
if status == 'dead':
self._logger.info('%s: task no longer running on %s, request termination',
task_id, service.name)
task.terminate(self._redis, task_id, phase='exited')
else:
task.work_queue(self._redis, task_id, service.name,
delay=service.is_notifying_activity and 120 or 30)
elif status == 'terminating':
data = self._redis.hget(keyt, 'job')
if data is not None:
container_id = self._redis.hget(keyt, 'container_id')
data = json.loads(data)
data['container_id'] = container_id
self._logger.info('%s: terminating task (%s)', task_id, json.dumps(data))
try:
service.terminate(data)
self._logger.info('%s: terminated', task_id)
except Exception:
self._logger.warning('%s: failed to terminate', task_id)
resource = self._redis.hget(keyt, 'alloc_resource')
self._release_resource(service, resource, task_id)
task.set_status(self._redis, keyt, 'stopped')
task.disable(self._redis, task_id)
def _advance_task(self, task_id):
"""Tries to advance the task to the next status. If it can, re-queue it immediately
to process the next stage. Otherwise, re-queue it after some delay to try again.
"""
keyt = 'task:%s' % task_id
with self._redis.acquire_lock(keyt, acquire_timeout=1,
expire_time=600):
status = self._redis.hget(keyt, 'status')
if status == 'stopped':
return
service_name = self._redis.hget(keyt, 'service')
if service_name not in self._services:
raise ValueError('unknown service %s' % service_name)
service = self._services[service_name]
self._logger.info('%s: trying to advance from status %s', task_id,
status)
if status == 'queued':
resource = self._redis.hget(keyt, 'resource')
resource = self._allocate_resource(task_id, resource, service)
if resource is not None:
self._logger.info('%s: resource %s reserved', task_id,
resource)
self._redis.hset(keyt, 'resource', resource)
task.set_status(self._redis, keyt, 'allocated')
task.queue(self._redis, task_id)
else:
self._logger.warning('%s: no resources available, waiting',
task_id)
self._wait_for_resource(service, task_id)
elif status == 'allocated':
content = json.loads(self._redis.hget(keyt, 'content'))
resource = self._redis.hget(keyt, 'resource')
self._logger.info('%s: launching on %s', task_id, service.name)
data = service.launch(task_id, content['options'], resource,
content['docker']['registry'],
content['docker']['image'],
content['docker']['tag'],
content['docker']['command'],
task.file_list(self._redis, task_id),
content['wait_after_launch'])
self._logger.info('%s: task started on %s', task_id,
service.name)
self._redis.hset(keyt, 'job', json.dumps(data))
task.set_status(self._redis, keyt, 'running')
# For services that do not notify their activity, we should
# poll the task status more regularly.
task.queue(self._redis,
task_id,
delay=service.is_notifying_activity and 120 or 30)
elif status == 'running':
data = json.loads(self._redis.hget(keyt, 'job'))
status = service.status(data)
if status == 'dead':
self._logger.info(
'%s: task no longer running on %s, request termination',
task_id, service.name)
task.terminate(self._redis, task_id, phase='exited')
else:
task.queue(self._redis,
task_id,
delay=service.is_notifying_activity and 120
or 30)
elif status == 'terminating':
data = self._redis.hget(keyt, 'job')
if data is not None:
data = json.loads(data)
self._logger.info('%s: terminating task', task_id)
try:
service.terminate(data)
self._logger.info('%s: terminated', task_id)
except Exception:
self._logger.warning('%s: failed to terminate',
task_id)
resource = self._redis.hget(keyt, 'resource')
self._release_resource(service, resource, task_id)
task.set_status(self._redis, keyt, 'stopped')
task.disable(self._redis, task_id)