def start_notebook(self,
image,
persistence_outputs=None,
persistence_data=None,
outputs_refs_jobs=None,
outputs_refs_experiments=None,
resources=None,
secret_refs=None,
configmap_refs=None,
node_selector=None,
affinity=None,
tolerations=None,
allow_commits=False):
ports = [self.request_notebook_port()]
target_ports = [self.PORT]
volumes, volume_mounts = get_pod_volumes(
persistence_outputs=persistence_outputs,
persistence_data=persistence_data)
refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
outputs_refs=outputs_refs_jobs,
persistence_outputs=persistence_outputs)
volumes += refs_volumes
volume_mounts += refs_volume_mounts
refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
outputs_refs=outputs_refs_experiments,
persistence_outputs=persistence_outputs)
volumes += refs_volumes
volume_mounts += refs_volume_mounts
shm_volumes, shm_volume_mounts = get_shm_volumes()
volumes += shm_volumes
volume_mounts += shm_volume_mounts
env_vars = get_job_env_vars(
persistence_outputs=persistence_outputs,
outputs_path=get_notebook_job_outputs_path(
persistence_outputs=persistence_outputs,
notebook_job=self.job_name),
persistence_data=persistence_data,
outputs_refs_jobs=outputs_refs_jobs,
outputs_refs_experiments=outputs_refs_experiments)
secret_refs = validate_secret_refs(secret_refs)
configmap_refs = validate_configmap_refs(configmap_refs)
env_from = get_pod_env_from(secret_refs=secret_refs,
configmap_refs=configmap_refs)
code_volume, code_volume_mount = self.get_notebook_code_volume()
volumes.append(code_volume)
volume_mounts.append(code_volume_mount)
deployment_name = JOB_NAME_FORMAT.format(name=NOTEBOOK_JOB_NAME,
job_uuid=self.job_uuid)
node_selector = get_node_selector(
node_selector=node_selector,
default_node_selector=settings.NODE_SELECTOR_EXPERIMENTS)
affinity = get_affinity(affinity=affinity,
default_affinity=settings.AFFINITY_EXPERIMENTS)
tolerations = get_tolerations(
tolerations=tolerations,
default_tolerations=settings.TOLERATIONS_EXPERIMENTS)
deployment = deployments.get_deployment(
namespace=self.namespace,
app=settings.APP_LABELS_NOTEBOOK,
name=NOTEBOOK_JOB_NAME,
project_name=self.project_name,
project_uuid=self.project_uuid,
job_name=self.job_name,
job_uuid=self.job_uuid,
volume_mounts=volume_mounts,
volumes=volumes,
image=image,
command=["/bin/sh", "-c"],
args=self.get_notebook_args(deployment_name=deployment_name,
ports=ports,
allow_commits=allow_commits),
ports=target_ports,
container_name=settings.CONTAINER_NAME_PLUGIN_JOB,
env_vars=env_vars,
env_from=env_from,
resources=resources,
node_selector=node_selector,
affinity=affinity,
tolerations=tolerations,
role=settings.ROLE_LABELS_DASHBOARD,
type=settings.TYPE_LABELS_RUNNER,
service_account_name=settings.K8S_SERVICE_ACCOUNT_EXPERIMENTS)
deployment_labels = deployments.get_labels(
app=settings.APP_LABELS_NOTEBOOK,
project_name=self.project_name,
project_uuid=self.project_uuid,
job_name=self.job_name,
job_uuid=self.job_uuid,
role=settings.ROLE_LABELS_DASHBOARD,
type=settings.TYPE_LABELS_RUNNER)
dep_resp, _ = self.create_or_update_deployment(name=deployment_name,
data=deployment)
service = services.get_service(namespace=self.namespace,
name=deployment_name,
labels=deployment_labels,
ports=ports,
target_ports=target_ports,
service_type=self._get_service_type())
service_resp, _ = self.create_or_update_service(name=deployment_name,
data=service)
results = {
'deployment': dep_resp.to_dict(),
'service': service_resp.to_dict()
}
if self._use_ingress():
annotations = json.loads(settings.K8S_INGRESS_ANNOTATIONS)
paths = [{
'path':
'/notebook/{}'.format(self.project_name.replace('.', '/')),
'backend': {
'serviceName': deployment_name,
'servicePort': ports[0]
}
}]
ingress = ingresses.get_ingress(namespace=self.namespace,
name=deployment_name,
labels=deployment_labels,
annotations=annotations,
paths=paths)
self.create_or_update_ingress(name=deployment_name, data=ingress)
return results
def start_notebook(self,
image,
persistence_outputs=None,
persistence_data=None,
outputs_refs_jobs=None,
outputs_refs_experiments=None,
resources=None,
node_selectors=None,
allow_commits=False):
ports = [self.request_notebook_port()]
target_ports = [self.PORT]
volumes, volume_mounts = get_pod_volumes(
persistence_outputs=persistence_outputs,
persistence_data=persistence_data)
refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
outputs_refs=outputs_refs_jobs,
persistence_outputs=persistence_outputs)
volumes += refs_volumes
volume_mounts += refs_volume_mounts
refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
outputs_refs=outputs_refs_experiments,
persistence_outputs=persistence_outputs)
volumes += refs_volumes
volume_mounts += refs_volume_mounts
env_vars = get_job_env_vars(
outputs_path=get_notebook_job_outputs_path(
persistence_outputs=persistence_outputs,
notebook_job=self.job_name),
data_paths=get_data_paths(persistence_data),
outputs_refs_jobs=outputs_refs_jobs,
outputs_refs_experiments=outputs_refs_experiments)
code_volume, code_volume_mount = self.get_notebook_code_volume()
volumes.append(code_volume)
volume_mounts.append(code_volume_mount)
deployment_name = constants.JOB_NAME.format(
name=self.NOTEBOOK_JOB_NAME, job_uuid=self.job_uuid)
deployment = deployments.get_deployment(
namespace=self.namespace,
app=settings.APP_LABELS_NOTEBOOK,
name=self.NOTEBOOK_JOB_NAME,
project_name=self.project_name,
project_uuid=self.project_uuid,
job_name=self.job_name,
job_uuid=self.job_uuid,
volume_mounts=volume_mounts,
volumes=volumes,
image=image,
command=["/bin/sh", "-c"],
args=self.get_notebook_args(deployment_name=deployment_name,
ports=ports,
allow_commits=allow_commits),
ports=target_ports,
container_name=settings.CONTAINER_NAME_PLUGIN_JOB,
env_vars=env_vars,
resources=resources,
node_selector=node_selectors,
role=settings.ROLE_LABELS_DASHBOARD,
type=settings.TYPE_LABELS_EXPERIMENT)
deployment_labels = deployments.get_labels(
app=settings.APP_LABELS_NOTEBOOK,
project_name=self.project_name,
project_uuid=self.project_uuid,
job_name=self.job_name,
job_uuid=self.job_uuid,
role=settings.ROLE_LABELS_DASHBOARD,
type=settings.TYPE_LABELS_EXPERIMENT)
dep_resp, _ = self.create_or_update_deployment(name=deployment_name,
data=deployment)
service = services.get_service(namespace=self.namespace,
name=deployment_name,
labels=deployment_labels,
ports=ports,
target_ports=target_ports,
service_type=self._get_service_type())
service_resp, _ = self.create_or_update_service(name=deployment_name,
data=service)
results = {
'deployment': dep_resp.to_dict(),
'service': service_resp.to_dict()
}
if self._use_ingress():
annotations = json.loads(settings.K8S_INGRESS_ANNOTATIONS)
paths = [{
'path':
'/notebook/{}'.format(self.project_name.replace('.', '/')),
'backend': {
'serviceName': deployment_name,
'servicePort': ports[0]
}
}]
ingress = ingresses.get_ingress(namespace=self.namespace,
name=deployment_name,
labels=deployment_labels,
annotations=annotations,
paths=paths)
self.create_or_update_ingress(name=deployment_name, data=ingress)
return results