def _handle_terminating_task(self, task_id):
keyt = 'task:%s' % task_id
_, service = self._get_service(keyt=keyt)
data = self._redis.hget(keyt, 'job')
nxpus = Capacity(self._redis.hget(keyt, 'ngpus'),
self._redis.hget(keyt, 'ncpus'))
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 (job: %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)
self._logger.info(traceback.format_exc())
else:
self._logger.info('%s: terminating task (on error)', task_id)
resource = self._redis.hget(keyt, 'alloc_resource')
if resource:
self._release_resource(service, resource, task_id, nxpus)
task.set_status(self._redis, keyt, 'stopped')
task.disable(self._redis, task_id)
def reorganize_tasks():
logger.debug(f"[{service}-{pid}]: Reorganizing tasks")
# On startup, add all active tasks in the work queue or service queue
for task_id in task.list_active(redis, service):
task_key = f'task:{task_id}'
with redis.acquire_lock(task_id):
status = redis.hget(task_key, 'status')
if status in ['queued', 'allocated']:
task.service_queue(redis, task_id, service)
task.set_status(redis, 'task:' + task_id, 'queued')
else:
task.work_queue(redis, task_id, service)
# check integrity of tasks
if redis.hget(task_key, 'priority') is None:
redis.hset(task_key, 'priority', 0)
if redis.hget(task_key, 'queued_time') is None:
redis.hset(task_key, 'queued_time', time.time())
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)
for key in redis.keys('busy:%s:*' % service):
redis.delete(key)
# remove reserved state from resources
for key in redis.keys('reserved:%s:*' % service):
redis.delete(key)
# remove queued tasks on service
for key in redis.keys('queued:%s' % service):
redis.delete(key)
# On startup, add all active tasks in the work queue or service queue
for task_id in task.list_active(redis, service):
with redis.acquire_lock(task_id):
status = redis.hget('task:'+task_id, 'status')
if status == 'queued' or status == 'allocating' or status == 'allocated':
task.service_queue(redis, task_id, redis.hget('task:'+task_id, 'service'))
task.set_status(redis, 'task:'+task_id, 'queued')
else:
task.work_queue(redis, task_id, service)
# check integrity of tasks
if redis.hget(task_id, 'priority') is None:
redis.hset(task_id, 'priority', 0)
if redis.hget(task_id, 'queued_time') is None:
redis.hset(task_id, 'queued_time', time.time())
# Desallocate all resources that are not anymore associated to a running task
resources = services[service].list_resources()
for resource in resources:
keyr = 'resource:%s:%s' % (service, resource)
running_tasks = redis.hgetall(keyr)
for g, task_id in six.iteritems(running_tasks):
def _select_best_task_to_process(self, service):
"""find the best next task to push to the work queue
"""
class EntityUsage:
def __init__(self, current_usage, entity_name, usage_coeff):
self._entity = entity_name
self._current_usage_capacity = current_usage if current_usage else Capacity(
)
self._usage_coeff = usage_coeff
def __str__(self):
return 'EntityUsage (%s, Absolute usage :%s . Weighted usage : %s. Weight:%f)' % (
self._entity, self._current_usage_capacity,
self._weighted_usage, self._usage_coeff)
@property
def _weighted_usage(self):
return self._current_usage_capacity.ncpus * self._usage_coeff,\
self._current_usage_capacity.ngpus * self._usage_coeff
def add_current_usage(self, current_usage):
self._current_usage_capacity += current_usage
def __eq__(self, other):
return self._weighted_usage[0] == other._weighted_usage[0] and \
self._weighted_usage[1] == other._weighted_usage[1]
def __lt__(self, other):
return self._weighted_usage[1] < other._weighted_usage[1] or \
(self._weighted_usage[1] == other._weighted_usage[1] and
self._weighted_usage[0] < other._weighted_usage[0])
def __le__(self, other):
return self == other or self < other
@staticmethod
def initialize_entities_usage(mongo_client, service_name):
entity_usage_weights = config.get_entities_limit_rate(
mongo_client, service_name)
weight_sum = float(
sum([w for w in entity_usage_weights.values() if w > 0]))
entities_usage = {
e: EntityUsage(None, e,
float(weight_sum) / r if r > 0 else 0)
for e, r in six.iteritems(entity_usage_weights)
}
return entities_usage
class CandidateTask:
def __init__(self, task_id, task_entity, redis, task_capacity,
entity_usage, logger):
assert task_id
self._task_id = task_id
self._entity = task_entity
self._redis_key = 'task:%s' % next_task_id
self._priority = int(redis.hget(self._redis_key, 'priority'))
self._launched_time = float(
redis.hget(self._redis_key, 'launched_time'))
self._runnable_machines = set()
self._capacity = task_capacity
self._entity_usage = entity_usage
self._logger = logger
def __str__(self):
return "Task ( %s / %s ; %s ; Priority:%d)" % (
self._task_id, self._capacity, self._entity_usage,
self._priority)
def __gt__(self, other):
return self.is_higher_priority(other)
def __ge__(self, other):
return self.is_higher_priority(other)
def _already_on_node(self):
result = self._task_id in resource_mgr.preallocated_task_resource
return result
def _is_more_respectful_usage(self, other):
if self._entity == other._entity: # same entity, go for highest priority
is_more_prio = self._priority > other._priority or (
self._priority == other._priority
and self._launched_time < other._launched_time)
return is_more_prio
my_entity_usage = resource_mgr.entities_usage[self._entity]
other_entity_usage = resource_mgr.entities_usage[other._entity]
if my_entity_usage == other_entity_usage:
return self._launched_time < other._launched_time
result = my_entity_usage < other_entity_usage
self._logger.debug(
"AZ-COMPUSE: my: %s.Other: %s . Result = %s",
my_entity_usage, other_entity_usage, result)
return result
def is_higher_priority(self, other_task):
# Decision tree for the most priority task
if not other_task:
return True
# go for already allocated resource task
if self._already_on_node():
if not other_task._already_on_node():
return True
return self._is_more_respectful_usage(other_task)
if other_task._already_on_node():
return False
return self._is_more_respectful_usage(other_task)
@staticmethod
def try_create(next_task_id):
next_keyt = 'task:%s' % next_task_id
parent = self._redis.hget(next_keyt, 'parent')
task_entity = task.get_owner_entity(self._redis, next_task_id)
if task_entity not in resource_mgr.entities_usage:
self._logger.error(
"\t[Task %s] entity %s - without usage limit !",
next_task_id, task_entity)
return None
# check parent dependency
if parent:
keyp = 'task:%s' % parent
if self._redis.exists(keyp):
# if the parent task is in the database, check for dependencies
parent_status = self._redis.hget(keyp, 'status')
if parent_status != 'stopped':
if parent_status == 'running':
# parent is still running so update queued time to be as close
# as possible to terminate time of parent task
self._redis.hset(next_keyt, "queued_time",
time.time())
return None
if self._redis.hget(keyp, 'message') != 'completed':
task.terminate(self._redis,
next_task_id,
phase='dependency_error')
return None
task_capacity = Capacity(self._redis.hget(next_keyt, 'ngpus'),
self._redis.hget(next_keyt, 'ncpus'))
candidate_task = CandidateTask(
next_task_id, task_entity, self._redis, task_capacity,
resource_mgr.entities_usage[task_entity], self._logger)
# check now the task has a chance to be processed by any machine
for _, machine in six.iteritems(resource_mgr._machines):
can_be_processed = machine._is_authorized(candidate_task._entity, candidate_task._capacity) \
and candidate_task._capacity.inf_or_eq(machine._init_capacity)
if can_be_processed:
return candidate_task
return None
class ResourceManager:
def __init__(self, worker):
self.preallocated_task_resource = {}
resources = service.list_resources()
self._machines = {
res:
Worker.Machine(service, res, resources[res],
worker._logger,
service.get_server_detail(res, "priority"))
for res in resources
}
self.entities_usage = {}
self.worker = worker
def __str__(self):
msg = " - ".join(str(m) for m in self._machines.values())
return "ResourceManager ( %s )." % msg
def load_machines(self, service_name):
self.entities_usage = EntityUsage.initialize_entities_usage(
self.worker._mongo_client, service_name)
for resource, machine in six.iteritems(self._machines):
current_xpu_usage = Capacity()
keygr = 'gpu_resource:%s:%s' % (self.worker._service,
resource)
keycr = 'cpu_resource:%s:%s' % (self.worker._service,
resource)
gpu_tasks = self.worker._redis.hgetall(keygr)
cpu_tasks = self.worker._redis.hgetall(keycr)
# can not launch multiple tasks on service with no multi-tasking (ec2)
# or launch multiple tasks on service with hybrid task mode and dynamic resource mode (nova)
if not _is_resource_multitask(
service, resource) and (gpu_tasks or cpu_tasks):
continue
tmp_tasks = {}
for _, v in six.iteritems(gpu_tasks):
if v not in tmp_tasks:
task_entity = task.get_owner_entity(
self.worker._redis, v)
tmp_tasks[v] = task_entity
else:
task_entity = tmp_tasks[v]
if v not in self.preallocated_task_resource:
self.preallocated_task_resource[v] = resource
self._machines[resource].add_task(
v, self.worker._redis)
current_xpu_usage.incr_ngpus(1)
self.entities_usage[task_entity].add_current_usage(
Capacity(ngpus=1))
for _, v in six.iteritems(cpu_tasks):
if v not in tmp_tasks:
task_entity = task.get_owner_entity(
self.worker._redis, v)
tmp_tasks[v] = task_entity
else:
task_entity = tmp_tasks[v]
if v not in self.preallocated_task_resource:
self.preallocated_task_resource[v] = resource
self._machines[resource].add_task(
v, self.worker._redis)
current_xpu_usage.incr_ncpus(1)
self.entities_usage[task_entity].add_current_usage(
Capacity(ncpus=1))
available_xpus = machine._init_capacity - current_xpu_usage
self._machines[resource].set_available(available_xpus)
self.worker._logger.debug("\tresource %s: - free %s",
resource, available_xpus)
return len(resource_mgr._machines) > 0
with self._redis.acquire_lock('service:' + service.name):
queue = 'queued:%s' % service.name
count = self._redis.llen(queue)
if count == 0:
return
resource_mgr = ResourceManager(self)
if not resource_mgr.load_machines(service.name):
return
runnable_tasks = []
for e in resource_mgr.entities_usage.values():
self._logger.debug("[AZ-USE] %s", e)
while count > 0:
count -= 1
next_task_id = self._redis.lindex(queue, count)
candidate_task = CandidateTask.try_create(next_task_id)
if candidate_task:
runnable_tasks.append(candidate_task)
num_of_runnable_tasks = len(runnable_tasks)
self._logger.info('Runnable task count: %d', num_of_runnable_tasks)
if num_of_runnable_tasks > 0:
sorted_runnable_tasks = sorted(runnable_tasks, reverse=True)
for runnable_task in sorted_runnable_tasks:
task_id = runnable_task._task_id
nxpus = runnable_task._capacity
keyt = 'task:%s' % task_id
request_resource = self._redis.hget(keyt, 'resource')
allocated_resource = self._allocate_resource(
task_id, request_resource, service, nxpus)
if allocated_resource is not None:
self._logger.info('%s: resource %s reserved %s',
task_id, allocated_resource, nxpus)
self._redis.hset(keyt, 'alloc_resource',
allocated_resource)
task.set_status(self._redis, keyt, 'allocated')
task.work_queue(self._redis, task_id, service.name)
self._redis.lrem(queue, 0, task_id)
self._logger.info(
'[AZ-SELECTED] %s to be launched on %s', task_id,
service.name)
break
self._logger.info(
'[AZ-SELECTED] %s to be launched on %s, but not able to allocate resource',
task_id, service.name)
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')
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)