def test_cluster_updated(self, activitylogs_record, tracker_record):
auditor.record(event_type=cluster_events.CLUSTER_UPDATED,
instance=self.cluster,
is_upgrade=True)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_notebook_stopped(self, activitylogs_record, tracker_record):
auditor.record(event_type=notebook_events.NOTEBOOK_STOPPED,
instance=self.notebook,
target='project')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_permission_cluster_denied(self, activitylogs_record, tracker_record):
auditor.record(event_type=permission_events.PERMISSION_CLUSTER_DENIED,
actor_id=1,
event='some.event')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_cluster_created(self, activitylogs_record, tracker_record):
auditor.record(event_type=cluster_events.CLUSTER_CREATED,
instance=self.cluster,
namespace='test',
environment='test',
is_upgrade='test',
provisioner_enabled=False,
use_data_claim=False,
use_outputs_claim=False,
use_logs_claim=False,
use_repos_claim=False,
use_upload_claim=False,
node_selector_core_enabled=False,
node_selector_experiments_enabled=False,
cli_min_version='',
cli_latest_version='',
platform_min_version='',
platform_latest_version='',
chart_version='',
cpu=0,
memory=0,
gpu=0)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_user_gitlab(self, activitylogs_record, tracker_record):
auditor.record(event_type=user_events.USER_GITLAB,
instance=self.user,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def create(self, request, *args, **kwargs):
serializer = self.get_serializer(data=request.data)
serializer.is_valid(raise_exception=True)
instance = self.perform_create(serializer)
auditor.record(event_type=EXPERIMENT_CREATED, instance=instance)
headers = self.get_success_headers(serializer.data)
return Response(serializer.data, status=status.HTTP_201_CREATED, headers=headers)
def finish_wizard(self):
identity = self.provider.build_identity(self.state.data)
defaults = {
'valid': True,
'scopes': identity.get('scopes', []),
'data': identity.get('data', {}),
'last_verified': timezone.now(),
}
user = self.get_or_create_user(identity=identity)
_, created = SSOIdentity.objects.update_or_create(
provider=self.provider.key,
user=user,
external_id=identity['id'],
defaults=defaults,
)
if created:
auditor.record(event_type=self.provider.event_type, instance=user)
self.state.clear()
response = HttpResponseRedirect('/')
login_user(request=self.request, response=response, user=user, login=True)
return response
def test_user_bitbucket(self, activitylogs_record, tracker_record):
auditor.record(event_type=user_events.USER_BITBUCKET,
instance=self.user,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_experiment_group_finished(self, activitylogs_record, tracker_record):
auditor.record(event_type=experiment_group_events.EXPERIMENT_GROUP_FINISHED,
instance=self.experiment_group,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def perform_create(self, serializer):
project = serializer.validated_data['name']
user = self.request.user
if self.queryset.filter(user=user, name=project).count() > 0:
raise ValidationError('A project with name `{}` already exists.'.format(project))
instance = serializer.save(user=user)
auditor.record(event_type=PROJECT_CREATED, instance=instance)
def test_experiment_group_resumed_triggered(self, activitylogs_record, tracker_record):
auditor.record(event_type=experiment_group_events.EXPERIMENT_GROUP_RESUMED_TRIGGERED,
instance=self.experiment_group,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_experiment_failed(self, activitylogs_record, tracker_record):
auditor.record(event_type=tensorboard_events.TENSORBOARD_FAILED,
instance=self.tensorboard,
target='project')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
async def job_resources(request, ws, username, project_name, experiment_sequence, job_sequence):
project = _get_project(username, project_name)
if not has_project_permissions(request.app.user, project, 'GET'):
exceptions.Forbidden("You don't have access to this project")
experiment = _get_validated_experiment(project, experiment_sequence)
job = _get_job(experiment, job_sequence)
job_uuid = job.uuid.hex
job_name = '{}.{}'.format(job.role, job.sequence)
auditor.record(event_type=EXPERIMENT_JOB_RESOURCES_VIEWED,
instance=job,
actor_id=request.app.user.id)
if not RedisToStream.is_monitored_job_resources(job_uuid=job_uuid):
logger.info('Job resources with uuid `%s` is now being monitored', job_name)
RedisToStream.monitor_job_resources(job_uuid=job_uuid)
if job_uuid in request.app.job_resources_ws_mangers:
ws_manager = request.app.job_resources_ws_mangers[job_uuid]
else:
ws_manager = SocketManager()
request.app.job_resources_ws_mangers[job_uuid] = ws_manager
def handle_job_disconnected_ws(ws):
ws_manager.remove_sockets(ws)
if not ws_manager.ws:
logger.info('Stopping resources monitor for job %s', job_name)
RedisToStream.remove_job_resources(job_uuid=job_uuid)
request.app.job_resources_ws_mangers.pop(job_uuid, None)
logger.info('Quitting resources socket for job %s', job_name)
ws_manager.add_socket(ws)
should_check = 0
while True:
resources = RedisToStream.get_latest_job_resources(job=job_uuid, job_name=job_name)
should_check += 1
# After trying a couple of time, we must check the status of the job
if should_check > RESOURCES_CHECK:
job.refresh_from_db()
if job.is_done:
logger.info('removing all socket because the job `%s` is done', job_name)
ws_manager.ws = set([])
handle_job_disconnected_ws(ws)
return
else:
should_check -= CHECK_DELAY
if resources:
try:
await ws.send(resources)
except ConnectionClosed:
handle_job_disconnected_ws(ws)
return
# Just to check if connection closed
if ws._connection_lost: # pylint:disable=protected-access
handle_job_disconnected_ws(ws)
return
await asyncio.sleep(SOCKET_SLEEP)
def test_experiment_new_status(self, activitylogs_record, tracker_record):
auditor.record(event_type=notebook_events.NOTEBOOK_NEW_STATUS,
instance=self.notebook,
target='project')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_experiment_triggered_copied(self, activitylogs_record, tracker_record):
auditor.record(event_type=experiment_events.EXPERIMENT_COPIED_TRIGGERED,
instance=self.experiment,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_experiment_failed(self, activitylogs_record, tracker_record):
auditor.record(event_type=notebook_events.NOTEBOOK_FAILED,
instance=self.notebook,
target='project')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_experiment_viewed(self, activitylogs_record, tracker_record):
auditor.record(event_type=experiment_events.EXPERIMENT_VIEWED,
instance=self.experiment,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_user_deleted(self, activitylogs_record, tracker_record):
auditor.record(event_type=user_events.USER_DELETED,
instance=self.user,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_superuser_revoked(self, activitylogs_record, tracker_record):
auditor.record(event_type=superuser_events.SUPERUSER_ROLE_REVOKED,
id=2,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def post(self, request, *args, **kwargs):
obj = self.get_object()
auditor.record(event_type=self.event_type,
instance=obj,
actor_id=self.request.user.id)
description = None
config = None
declarations = None
update_code_reference = False
if 'config' in request.data:
spec = validate_experiment_spec_config(
[obj.specification.parsed_data, request.data['config']], raise_for_rest=True)
config = spec.parsed_data
declarations = spec.declarations
if 'update_code' in request.data:
try:
update_code_reference = to_bool(request.data['update_code'])
except TypeError:
raise ValidationError('update_code should be a boolean')
if 'description' in request.data:
description = request.data['description']
new_obj = self.clone(obj=obj,
config=config,
declarations=declarations,
update_code_reference=update_code_reference,
description=description)
serializer = self.get_serializer(new_obj)
return Response(status=status.HTTP_201_CREATED, data=serializer.data)
def test_project_experiment_groups_viewed(self, activitylogs_record, tracker_record):
auditor.record(event_type=project_events.PROJECT_EXPERIMENT_GROUPS_VIEWED,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_experiment_succeeded(self, activitylogs_record, tracker_record):
auditor.record(event_type=build_job_events.BUILD_JOB_SUCCEEDED,
instance=self.notebook,
target='project')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def destroy(self, request, *args, **kwargs):
instance = self.get_object()
auditor.record(event_type=USER_DELETED,
instance=instance,
actor_id=self.request.user.id)
self.perform_destroy(instance)
return Response(status=status.HTTP_204_NO_CONTENT)
def test_project_viewed(self, activitylogs_record, tracker_record):
auditor.record(event_type=project_events.PROJECT_VIEWED,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_project_deleted_triggered(self, activitylogs_record, tracker_record):
auditor.record(event_type=project_events.PROJECT_DELETED_TRIGGERED,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_repo_downloaded(self, activitylogs_record, tracker_record):
auditor.record(event_type=repo_events.REPO_DOWNLOADED,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_repo_new_commit(self, activitylogs_record, tracker_record):
auditor.record(event_type=repo_events.REPO_NEW_COMMIT,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def test_project_set_private(self, activitylogs_record, tracker_record):
auditor.record(event_type=project_events.PROJECT_SET_PRIVATE,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_notebook_started(self, activitylogs_record, tracker_record):
auditor.record(event_type=build_job_events.BUILD_JOB_STARTED,
instance=self.notebook,
target='project')
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_repo_created(self, activitylogs_record, tracker_record):
auditor.record(event_type=repo_events.REPO_CREATED,
instance=self.project,
actor_id=1)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 1
def audit(self, instance):
auditor.record(event_type=NOTEBOOK_VIEWED,
instance=instance.notebook,
target='project',
actor_id=self.request.user.id,
actor_name=self.request.user.username)
def experiment_post_delete(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=EXPERIMENT_DELETED, instance=instance)
def start_dockerizer(build_job):
# Update job status to show that its started
build_job.set_status(JobLifeCycle.SCHEDULED)
spawner_class = get_spawner_class(build_job.backend)
local_build = build_job.backend in {BuildBackend.NATIVE, None}
spawner = spawner_class(
project_name=build_job.project.unique_name,
project_uuid=build_job.project.uuid.hex,
job_name=build_job.unique_name,
job_uuid=build_job.uuid.hex,
commit=build_job.commit,
from_image=build_job.build_image,
dockerfile_path=build_job.build_dockerfile,
context_path=build_job.build_context,
image_tag=build_job.uuid.hex,
image_name=get_image_name(
build_job,
local=local_build),
build_steps=build_job.build_steps,
env_vars=build_job.build_env_vars,
nocache=build_job.build_nocache,
in_cluster_registry=conf.get('REGISTRY_IN_CLUSTER'),
spec=build_job.specification,
k8s_config=conf.get('K8S_CONFIG'),
namespace=conf.get('K8S_NAMESPACE'),
in_cluster=True,
use_sidecar=True)
error = {}
try:
results = spawner.start_dockerizer(resources=build_job.resources,
node_selector=build_job.node_selector,
affinity=build_job.affinity,
tolerations=build_job.tolerations)
auditor.record(event_type=BUILD_JOB_STARTED,
instance=build_job)
build_job.definition = get_job_definition(results)
build_job.save(update_fields=['definition'])
return True
except ApiException:
_logger.error('Could not start build job, please check your polyaxon spec',
exc_info=True)
error = {
'raised': True,
'traceback': traceback.format_exc(),
'message': 'Could not start build job, encountered a Kubernetes ApiException.'
}
except VolumeNotFoundError as e:
_logger.error('Could not start build job, please check your volume definitions.',
exc_info=True)
error = {
'raised': True,
'traceback': traceback.format_exc(),
'message': 'Could not start build job, encountered a volume definition problem. %s' % e
}
except Exception as e:
_logger.error('Could not start build job, please check your polyaxon spec.',
exc_info=True)
error = {
'raised': True,
'traceback': traceback.format_exc(),
'message': 'Could not start build job encountered an {} exception.'.format(
e.__class__.__name__
)
}
finally:
if error.get('raised'):
build_job.set_status(
JobLifeCycle.FAILED,
message=error.get('message'),
traceback=error.get('traceback'))
def filter_queryset(self, queryset):
project = get_permissible_project(view=self)
auditor.record(event_type=PROJECT_BUILDS_VIEWED,
instance=project,
actor_id=self.request.user.id)
return queryset.filter(project=project)
async def experiment_job_resources(request, ws, username, project_name,
experiment_id, job_id):
job, _, message = validate_experiment_job(request=request,
username=username,
project_name=project_name,
experiment_id=experiment_id,
job_id=job_id)
if job is None:
await ws.send(get_error_message(message))
return
job_uuid = job.uuid.hex
job_name = '{}.{}'.format(job.role, job.id)
auditor.record(event_type=EXPERIMENT_JOB_RESOURCES_VIEWED,
instance=job,
actor_id=request.app.user.id,
actor_name=request.app.user.username)
if not RedisToStream.is_monitored_job_resources(job_uuid=job_uuid):
logger.info('Job resources with uuid `%s` is now being monitored',
job_name)
RedisToStream.monitor_job_resources(job_uuid=job_uuid)
if job_uuid in request.app.job_resources_ws_managers:
ws_manager = request.app.job_resources_ws_managers[job_uuid]
else:
ws_manager = SocketManager()
request.app.job_resources_ws_managers[job_uuid] = ws_manager
def handle_job_disconnected_ws(ws):
ws_manager.remove_sockets(ws)
if not ws_manager.ws:
logger.info('Stopping resources monitor for job %s', job_name)
RedisToStream.remove_job_resources(job_uuid=job_uuid)
request.app.job_resources_ws_managers.pop(job_uuid, None)
logger.info('Quitting resources socket for job %s', job_name)
ws_manager.add_socket(ws)
should_check = 0
while True:
resources = RedisToStream.get_latest_job_resources(job=job_uuid,
job_name=job_name)
should_check += 1
# After trying a couple of time, we must check the status of the job
if should_check > RESOURCES_CHECK:
job.refresh_from_db()
if job.is_done:
logger.info('removing all socket because the job `%s` is done',
job_name)
ws_manager.ws = set([])
handle_job_disconnected_ws(ws)
return
else:
should_check -= CHECK_DELAY
if resources:
try:
await ws.send(resources)
except ConnectionClosed:
handle_job_disconnected_ws(ws)
return
# Just to check if connection closed
if ws._connection_lost: # pylint:disable=protected-access
handle_job_disconnected_ws(ws)
return
await asyncio.sleep(SOCKET_SLEEP)
def test_experiment_group_bo(self, activitylogs_record, tracker_record):
auditor.record(event_type=experiment_group_events.EXPERIMENT_GROUP_BO,
instance=self.experiment_group)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def test_build_job_stopped(self, activitylogs_record, tracker_record):
auditor.record(event_type=build_job_events.BUILD_JOB_STOPPED,
instance=self.build_job)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def project_post_deleted(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=PROJECT_DELETED, instance=instance)
def node_gpu_created(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=CLUSTER_NODE_GPU,
instance=instance)
def experiment_group_post_delete(sender, **kwargs):
"""Delete all group outputs."""
instance = kwargs['instance']
auditor.record(event_type=EXPERIMENT_GROUP_DELETED, instance=instance)
remove_bookmarks(object_id=instance.id, content_type='experimentgroup')
def job_post_delete(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=JOB_DELETED, instance=instance)
remove_bookmarks(object_id=instance.id, content_type='job')
def perform_destroy(self, instance):
auditor.record(event_type=SEARCH_DELETED, instance=instance)
super().perform_destroy(instance)
def perform_create(self, serializer):
instance = serializer.save(user=self.request.user,
content_type=self.content_type,
project=self.project)
auditor.record(event_type=SEARCH_CREATED, instance=instance)
async def build_logs(
request, # pylint:disable=too-many-branches
ws,
username,
project_name,
build_id):
from streams.consumers.consumers import Consumer
job, message = validate_build(request=request,
username=username,
project_name=project_name,
build_id=build_id)
if job is None:
await ws.send(get_error_message(message))
return
job_uuid = job.uuid.hex
auditor.record(event_type=BUILD_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_BUILDS,
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(ws_manager=consumer,
message=get_status_message(status))
if should_disconnect():
return
await asyncio.sleep(SOCKET_SLEEP)
if JobLifeCycle.is_done(status):
await notify(ws_manager=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(ws_manager=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 test_build_job_new_status(self, activitylogs_record, tracker_record):
auditor.record(event_type=build_job_events.BUILD_JOB_NEW_STATUS,
instance=self.build_job)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def perform_create(self, serializer):
instance = serializer.save(user=self.request.user,
project=get_permissible_project(view=self))
auditor.record(event_type=EXPERIMENT_CREATED, instance=instance)
def project_post_deleted(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=PROJECT_DELETED, instance=instance)
remove_bookmarks(object_id=instance.id, content_type='project')
def get(self, request, *args, **kwargs):
response = super().get(request, *args, **kwargs)
auditor.record(event_type=EXPERIMENT_JOB_STATUSES_VIEWED,
instance=self.job,
actor_id=request.user.id)
return response
def test_project_deleted(self, activitylogs_record, tracker_record):
auditor.record(event_type=project_events.PROJECT_DELETED,
instance=self.project)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0
def tensorboard_job_post_delete(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=TENSORBOARD_DELETED, instance=instance)
remove_bookmarks(object_id=instance.id, content_type='tensorboardjob')
def filter_queryset(self, queryset):
auditor.record(event_type=PROJECT_JOBS_VIEWED,
instance=self.project,
actor_id=self.request.user.id,
actor_name=self.request.user.username)
return super().filter_queryset(queryset=queryset)
def get(self, request, *args, **kwargs):
response = super(BuildStatusListView, self).get(request, *args, **kwargs)
auditor.record(event_type=BUILD_JOB_STATUSES_VIEWED,
instance=self.job,
actor_id=request.user.id)
return response
def notebook_job_pre_delete(sender, **kwargs):
job = kwargs['instance']
auditor.record(event_type=NOTEBOOK_CLEANED_TRIGGERED, instance=job)
def tensorboard_job_pre_delete(sender, **kwargs):
job = kwargs['instance']
auditor.record(event_type=TENSORBOARD_CLEANED_TRIGGERED, instance=job)
def perform_update(self, serializer):
instance = serializer.save()
auditor.record(event_type=self.delete_event,
instance=instance,
actor_id=self.request.user.id)
def experiment_post_delete(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=EXPERIMENT_DELETED, instance=instance)
remove_bookmarks(object_id=instance.id, content_type='experiment')
def get_object(self):
project = get_permissible_project(view=self)
repo = get_object_or_404(Repo, project=project)
if not is_internal_user(self.request.user):
auditor.record(event_type=REPO_DOWNLOADED, instance=repo, actor_id=self.request.user.id)
return repo
def start_dockerizer(build_job):
# Update job status to show that its started
build_job.set_status(JobLifeCycle.SCHEDULED)
spawner_class = get_spawner_class(build_job.backend)
try:
registry_spec = get_registry_context(build_backend=build_job.backend)
except ContainerRegistryError:
build_job.set_status(
JobLifeCycle.FAILED,
message=
'Could not start the dockerizer job, please check your registry configuration.'
)
return
spawner = spawner_class(project_name=build_job.project.unique_name,
project_uuid=build_job.project.uuid.hex,
job_name=build_job.unique_name,
job_uuid=build_job.uuid.hex,
commit=build_job.commit,
from_image=build_job.build_image,
dockerfile_path=build_job.build_dockerfile,
context_path=build_job.build_context,
image_tag=build_job.uuid.hex,
image_name=get_image_name(
build_job=build_job,
registry_host=registry_spec.host),
build_steps=build_job.build_steps,
env_vars=build_job.build_env_vars,
lang_env=build_job.build_lang_env,
nocache=build_job.build_nocache,
insecure=registry_spec.insecure,
creds_secret_ref=registry_spec.secret,
creds_secret_items=registry_spec.secret_items,
k8s_config=conf.get(K8S_CONFIG),
namespace=conf.get(K8S_NAMESPACE),
in_cluster=True,
use_sidecar=True,
log_level=build_job.specification.log_level)
error = {}
try:
results = spawner.start_dockerizer(
secret_refs=build_job.secret_refs,
config_map_refs=build_job.config_map_refs,
resources=build_job.resources,
labels=build_job.labels,
annotations=build_job.annotations,
node_selector=build_job.node_selector,
affinity=build_job.affinity,
tolerations=build_job.tolerations,
max_restarts=get_max_restart(build_job.max_restarts,
conf.get(MAX_RESTARTS_BUILD_JOBS)),
reconcile_url=get_build_reconcile_url(build_job.unique_name))
auditor.record(event_type=BUILD_JOB_STARTED, instance=build_job)
build_job.definition = get_job_definition(results)
build_job.save(update_fields=['definition'])
return True
except ApiException:
_logger.error(
'Could not start build job, please check your polyaxon spec',
exc_info=True)
error = {
'raised':
True,
'traceback':
traceback.format_exc(),
'message':
'Could not start build job, encountered a Kubernetes ApiException.'
}
except StoreNotFoundError as e:
_logger.error(
'Could not start build job, please check your volume definitions.',
exc_info=True)
error = {
'raised':
True,
'traceback':
traceback.format_exc(),
'message':
'Could not start build job, encountered a volume definition problem. %s'
% e
}
except Exception as e:
_logger.error(
'Could not start build job, please check your polyaxon spec.',
exc_info=True)
error = {
'raised':
True,
'traceback':
traceback.format_exc(),
'message':
'Could not start build job encountered an {} exception.'.format(
e.__class__.__name__)
}
finally:
if error.get('raised'):
build_job.set_status(JobLifeCycle.FAILED,
message=error.get('message'),
traceback=error.get('traceback'))
def job_post_delete(sender, **kwargs):
instance = kwargs['instance']
auditor.record(event_type=JOB_DELETED, instance=instance)
def test_experiment_copied(self, activitylogs_record, tracker_record):
auditor.record(event_type=experiment_events.EXPERIMENT_COPIED,
instance=self.experiment)
assert tracker_record.call_count == 1
assert activitylogs_record.call_count == 0