Source code for oumi.launcher.clouds.polaris_cloud
# Copyright 2025 - Oumi
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from dataclasses import dataclass
from typing import Optional
from oumi.core.configs import JobConfig
from oumi.core.launcher import BaseCloud, BaseCluster, JobStatus
from oumi.core.registry import register_cloud_builder
from oumi.launcher.clients.polaris_client import PolarisClient
from oumi.launcher.clusters.polaris_cluster import PolarisCluster
from oumi.utils.logging import logger
@dataclass
class _ClusterInfo:
"""Dataclass to hold information about a cluster."""
queue: str
user: str
def name(self):
return f"{self.queue}.{self.user}"
[docs]
class PolarisCloud(BaseCloud):
"""A resource pool for managing the Polaris ALCF job queues."""
def __init__(self):
"""Initializes a new instance of the PolarisCloud class."""
# A mapping from user names to Polaris Clients.
self._clients = {}
# A mapping from cluster names to Polaris Cluster instances.
self._clusters = {}
# Check if any users have open SSH tunnels to Polaris.
for user in PolarisClient.get_active_users():
self.initialize_clusters(user)
def _parse_cluster_name(self, name: str) -> _ClusterInfo:
"""Parses the cluster name into queue and user components.
Args:
name: The name of the cluster.
Returns:
_ClusterInfo: The parsed cluster information.
"""
name_splits = name.split(".")
if len(name_splits) != 2:
raise ValueError(
f"Invalid cluster name: {name}. " "Must be in the format 'queue.user'."
)
queue, user = name_splits
return _ClusterInfo(queue, user)
def _get_or_create_client(self, user: str) -> PolarisClient:
"""Gets the client for the specified user, or creates one if it doesn't exist.
Args:
user: The user to get the client for.
Returns:
PolarisClient: The client instance.
"""
if user not in self._clients:
self._clients[user] = PolarisClient(user)
return self._clients[user]
def _get_or_create_cluster(self, name: str) -> PolarisCluster:
"""Gets the cluster with the specified name, or creates one if it doesn't exist.
Args:
name: The name of the cluster.
Returns:
PolarisCluster: The cluster instance.
"""
if name not in self._clusters:
cluster_info = self._parse_cluster_name(name)
self._clusters[name] = PolarisCluster(
name, self._get_or_create_client(cluster_info.user)
)
return self._clusters[name]
[docs]
def initialize_clusters(self, user) -> list[BaseCluster]:
"""Initializes clusters for the specified user for all Polaris queues.
Args:
user: The user to initialize clusters for.
Returns:
List[PolarisCluster]: The list of initialized clusters.
"""
clusters = []
queue_set = {q.value for q in PolarisClient.SupportedQueues}
for q in queue_set:
name = f"{q}.{user}"
cluster = self._get_or_create_cluster(name)
clusters.append(cluster)
return clusters
[docs]
def up_cluster(self, job: JobConfig, name: Optional[str], **kwargs) -> JobStatus:
"""Creates a cluster and starts the provided Job."""
if not job.user:
raise ValueError("User must be provided in the job config.")
# The default queue is PROD.
cluster_info = _ClusterInfo(PolarisClient.SupportedQueues.PROD.value, job.user)
if name:
cluster_info = self._parse_cluster_name(name)
if cluster_info.user != job.user:
raise ValueError(
f"Invalid cluster name: {name}. "
"User must match the provided job user."
)
else:
logger.warning(
"No cluster name provided. Using default queue: "
f"{PolarisClient.SupportedQueues.PROD.value}."
)
cluster = self._get_or_create_cluster(cluster_info.name())
job_status = cluster.run_job(job)
if not job_status:
raise RuntimeError("Failed to start job.")
return job_status
[docs]
def get_cluster(self, name) -> Optional[BaseCluster]:
"""Gets the cluster with the specified name, or None if not found."""
clusters = self.list_clusters()
for cluster in clusters:
if cluster.name() == name:
return cluster
return None
[docs]
def list_clusters(self) -> list[BaseCluster]:
"""Lists the active clusters on this cloud."""
return list(self._clusters.values())
@register_cloud_builder("polaris")
def polaris_cloud_builder() -> PolarisCloud:
"""Builds a PolarisCloud instance."""
return PolarisCloud()