Source code for oumi.launcher.clouds.polaris_cloud

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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()