Files
2026-07-13 13:17:40 +08:00

126 lines
4.6 KiB
Python
Executable File

import logging
import threading
from typing import Any, Dict
from ray.autoscaler._private.vsphere.cluster_operator_client import (
ClusterOperatorClient,
)
from ray.autoscaler._private.vsphere.config import bootstrap_vsphere
from ray.autoscaler.node_provider import NodeProvider
from ray.autoscaler.tags import (
STATUS_SETTING_UP,
TAG_RAY_CLUSTER_NAME,
TAG_RAY_NODE_NAME,
TAG_RAY_NODE_STATUS,
)
logger = logging.getLogger(__name__)
class VsphereWcpNodeProvider(NodeProvider):
max_terminate_nodes = 1000
cluster_config = None
def __init__(self, provider_config, cluster_name):
NodeProvider.__init__(self, provider_config, cluster_name)
self.tag_cache = {}
self.tag_cache_lock = threading.Lock()
self.client = ClusterOperatorClient(
cluster_name, provider_config, VsphereWcpNodeProvider.cluster_config
)
@staticmethod
def bootstrap_config(cluster_config):
config = bootstrap_vsphere(cluster_config)
VsphereWcpNodeProvider.cluster_config = config
return config
def non_terminated_nodes(self, tag_filters):
nodes, tag_cache = self.client.list_vms(tag_filters)
with self.tag_cache_lock:
for node_id in nodes:
for k, v in tag_cache[node_id].items():
if node_id in self.tag_cache.keys():
self.tag_cache[node_id][k] = v
else:
self.tag_cache[node_id] = {}
self.tag_cache[node_id][k] = v
logger.info(f"Non terminated nodes' tags are {self.tag_cache}")
return nodes
def is_running(self, node_id):
return self.client.is_vm_power_on(node_id)
def is_terminated(self, node_id):
if self.client.is_vm_power_on(node_id):
return False
else:
# If the node is not powered on but has the creating tag, then it could
# be under reconfiguration, such as plugging the GPU. In this case we
# should consider the node is not terminated, it will be turned on later
return not self.client.is_vm_creating(node_id)
def node_tags(self, node_id):
with self.tag_cache_lock:
return self.tag_cache[node_id]
def external_ip(self, node_id):
return self.client.get_vm_external_ip(node_id)
def internal_ip(self, node_id):
# Currently vSphere VMs do not show an internal IP. So we just return the
# external IP
return self.client.get_vm_external_ip(node_id)
def set_node_tags(self, node_id, tags):
# This method gets called from the Ray and it passes
# node_id. It updates old tags (if present) with new values.
with self.tag_cache_lock:
for k, v in tags.items():
# update tags for node_id
self.tag_cache[node_id][k] = v
logger.info(f"Updated tags for {node_id} to: {self.tag_cache[node_id]}")
def create_node(self, node_config, tags, count) -> Dict[str, Any]:
"""Creates instances.
Returns dict mapping instance id to VM object for the created
instances.
"""
to_be_launched_node_count = count
created_nodes_dict = {}
if to_be_launched_node_count > 0:
created_nodes_dict = self.client.create_nodes(
tags, to_be_launched_node_count, node_config
)
# make sure to mark newly created nodes as ready
# so autoscaler shouldn't provision new ones
with self.tag_cache_lock:
for node_id in created_nodes_dict.keys():
self.tag_cache[node_id] = tags.copy()
self.tag_cache[node_id][TAG_RAY_NODE_STATUS] = STATUS_SETTING_UP
self.tag_cache[node_id][TAG_RAY_NODE_NAME] = node_id
self.tag_cache[node_id][TAG_RAY_CLUSTER_NAME] = self.cluster_name
logger.info(
f"Node {node_id} created with tags: {self.tag_cache[node_id]}"
)
return created_nodes_dict
def terminate_node(self, node_id):
if not node_id or self.client.is_vm_creating(node_id):
return
# Delete node iff it is either in a running or a failure state
self.client.delete_node(node_id)
with self.tag_cache_lock:
if node_id in self.tag_cache:
self.tag_cache.pop(node_id)
def terminate_nodes(self, node_ids):
if not node_ids:
return
for node_id in node_ids:
self.terminate_node(node_id)
def safe_to_scale(self) -> bool:
return self.client.safe_to_scale()